#data scientist interview guide

[spacetimewithstuartgary]

New SpaceTime out Monday

SpaceTime 20250602 Series 28 Episode 66

A possible resolution to the universe’s rate of expansion

New data from the Webb space telescope may have found a solution to the long-standing debate over the universe’s rate of expansion.

New data suggests Venus's crust is surprisingly thin

A new model of the Venusian crust has come up with some surprises about the planet’s geology finding its crust is unusually thin.

Locating the building blocks of stellar formation

A new study has shown how stellar formation isn’t just based on how much gas there is in a galaxy but also where it is.

The Science Report

The link between autism spectrum disorder and a future risk of Parkinson's disease.

The oldest known records of a tsunami discovered in Japan.

Confirmation of a new type of plesiosaur.

Skeptics guide to a new way to use Vaporub

SpaceTime covers the latest news in astronomy & space sciences.

The show is available every Monday, Wednesday and Friday through your favourite podcast download provider or from www.spacetimewithstuartgary.com

SpaceTime is also broadcast through the National Science Foundation on Science Zone Radio and on both i-heart Radio and Tune-In Radio.

SpaceTime daily news blog: http://spacetimewithstuartgary.tumblr.com/

SpaceTime facebook: www.facebook.com/spacetimewithstuartgary

SpaceTime Instagram @spacetimewithstuartgary

SpaceTime twitter feed @stuartgary

SpaceTime YouTube: @SpaceTimewithStuartGary

SpaceTime -- A brief history

SpaceTime is Australia’s most popular and respected astronomy and space science news program – averaging over two million downloads every year. We’re also number five in the United States.  The show reports on the latest stories and discoveries making news in astronomy, space flight, and science.  SpaceTime features weekly interviews with leading Australian scientists about their research.  The show began life in 1995 as ‘StarStuff’ on the Australian Broadcasting Corporation’s (ABC) NewsRadio network.  Award winning investigative reporter Stuart Gary created the program during more than fifteen years as NewsRadio’s evening anchor and Science Editor.  Gary’s always loved science. He was the dorky school kid who spent his weekends at the Australian Museum. Gary studied astronomy at university and was invited to undertake a PHD in astrophysics, but instead focused on a career in journalism and radio broadcasting. His radio career stretches back some 34 years including 26 at the ABC. Gary’s first gigs were spent as an announcer and music DJ in commercial radio, before becoming a journalist, and eventually joining ABC News and Current Affairs. He was part of the team that set up ABC NewsRadio and became one of its first on air presenters. When asked to put his science background to use, Gary was appointed Science Editor and quickly developed the StarStuff Astronomy show, which he wrote, produced, and hosted. The program proved extremely popular, consistently achieving 9 per cent of the national Australian radio audience -- based on the ABC’s Nielsen ratings survey figures for the five major Australian metro markets: Sydney, Melbourne, Brisbane, Adelaide, and Perth. That compares to the ABC’s overall radio listenership of 5.6 per cent. The StarStuff podcast was published on line by ABC Science -- achieving over 1.3 million downloads annually.  However, after some 20 years, the show finally wrapped up in December 2015 following ABC funding cuts, and a redirection of available finances to increase sports and horse racing coverage.  Rather than continue with the ABC, Gary resigned so that he could keep the show going independently.  StarStuff was rebranded as “SpaceTime”, with the first episode broadcast in February 2016.  Over the years, SpaceTime has grown, more than doubling its former ABC audience numbers and expanding to include new segments such as the Science Report -- which provides a wrap of general science news, weekly skeptical science features, special reports looking at the latest computer and technology news, and Skywatch – which provides a monthly guide to the night skies. The show is published three times a week (every Monday, Wednesday and Friday) and it’s available from the United States National Science Foundation on Science Zone Radio, and through both i-heart Radio and Tune-In Radio.

[boombox-fuckboy]

Hey, @t0tally-n0t-3m0, figured this might be easier to read as a post. Here's 24 pods with nonbinary lead characters to get you started. There's more out there, so if anyone wants to add on, go for it.

Additional Postage Required: (Sci-Fi) Adventures of an interstellar courier who starts to get glimpses of the past from their packages.

Anamnesis (on the Tin Can Audio feed): (Mystery, Weird Fiction) Someone wakes in a temple in an empty town with no memory. Short, really nice sound design.

Badlands Cola: (Mystery, Supernatural & Horror elements) big city PI Sunny is hired to find information on a rural cult leader, and is drawn into a world of strange radio, horse enthusiasts, and dinosaur bones.

The Dead Letter Office of Somewhere, Ohio (one of two leads, you'll meet them halfway in): (Supernatural, Weird) Two workers for an Ohio dead letter office read the strange confiscated mail their organisation collects, and do some follow up investigation.

either: (Weird Fiction, Sci-Fi, Romance) An explosion at a duck factory sends a pet robot to another reality, connecting two very different (but both lonely) people.

Hello From The Hallowoods: (Supernatural Horror) A dramatic entity beyond your comprehension visits your nightmares to tell stories of the people (in varying degrees of human and alive) that inhabit the strange, deadly, and beautiful Hallowoods.

Inn Between: (Fantasy, Adventure) Ever wondered what the party gets up to at the tavern between D&D sessions? (Not a tabletop).

Jar of Rebuke: (Supernatural, Horror elements) An unkillable amnesiac scientist (they die, just have a hard time staying dead) investigates weird entities, makes friends, and eats a lot of tasty food in the strange town he lives in.

Khôra Podcast: (Sci-Fi, Adventure) Somewhere between inspired by and adapted from greek mythology, a space adventure following four mythological figures on their search for the golden fleece.

Less is Morgue: (Comedy, Horror elements) A ghoul and a ghost host a podcast about whatever they please in the ghoul's mom's basement, and manage to get off topic anyway.

Light Hearts: (Slice-of-Life, Supernatural elements) Three friends run a lightly haunted queer café. Upbeat and wholesome.

The Mistholme Museum of Mystery, Morbidity, and Mortality: (Weird Fiction, Supernatural, Horror elements) A friendly AI tour guide leads you on a tour of the Mistholme Museum, explaining the strange and often alternatural story behind each item. (To be clear, the nb lead is an AI with no concept of gender, but the creator is NB also and it is far from the only nb character.)

Monstrous Agonies: (Advice, Supernatural) An interpersonal advice show for supernatural entities and other people living liminally in the modern world.

ROGUEMAKER: (Sci-fi, Whodunnit) A commercial space flight explodes and passengers are left isolated in the escape pods, only connected for minutes at a time and unsure what happened, or why.

Second Star to the Left: (Sci-Fi) Audio logs of a colonist sent to a new world and her communications with the minder in charge of keeping her alive.

Sidequesting: (Fantasy) A wholesome podcast following Rion, an adventurer with a difference: they only do sidequests.

SINKHOLE: (Sci-fi, Weird Fiction) Forum posts from a data restoration community in a near future where the human brain is its own computer and one city hosts a massive void.

Skyjacks: Courier's Call: (Tabletop, Fantasy) Three young postal workers aboard a skyship go on various adventures. Kid-friendly but enjoyable for all ages.

The Starport Inn: (Supernatural, Mystery) An FBI agent sent to a rural town to solve a disappearance finds they've walked into something much stranger.

The Supernatural Protection Agency: (Supernatural) Call logs for a helpline that aims to solve the supernatural problems plaguing your life.

Tell No Tales: (Supernatural, Horror elements) Leo Quinn, secretary to the man in charge of the world's leading ghost removal service, interviews various ghosts in an attempt to create a device capable of actually recording them, in the hopes of taking down the company they work for.

Trial and Error: (Sci-Fi) Interviews with various AI as a scientist attempts to make sense of spontaneous machine sentience.

Under the Electric Stars: (Sci-Fi) A courier's failed heist to help their AI friend/navigator pulls them into a world of crime organisations and unethical science.

The Weird: (Tabletop, Supernatural, Comedy, Horror elements) The two staff members at The Department of the Weird travel America in their shitty Ford Fiesta to investigate various strange happenings

[rjzimmerman]

Trump energy pick misinterprets studies to support claims, scientists say. (Washington Post)

Excerpt from this story from the Washington Post:

Oil executive Chris Wright, President-elect Donald Trump’s pick to lead the Energy Department, accepts that burning fossil fuel is warming the planet, but he departs from the mainstream over the consequences, contending that there is no climate crisis.

Wright cites scientific studies to argue that global warming “alarmists,” as he calls the majority of climate scientists, have it all wrong. He rattles off data to support his contention that a warmer Earth has reduced deaths from cold weather. And he points to published research to assert that hurricanes and other major storms are not growing in intensity, despite observations by meteorologists.

The references to scientific research make his arguments seem more compelling, but the authors of those studies told The Washington Post in interviews that Wright has misrepresented their work.

“What he is saying is flat-out wrong,” said Jim Kossin, a climate and atmospheric scientist who was an author of a section of the United Nations’ Intergovernmental Panel on Climate Change report about dangerous weather that Wright cited in a recent video on LinkedIn. Other researchers accused Wright of cherry-picking bits of data to support his thesis while ignoring abundant evidence of climate dangers.

Their complaints are important because Wright would have deep influence on U.S. climate policy if confirmed. The Energy Department sets regulations for the fossil fuel industry, drives research into energy technologies and guides the future of electric power distribution. As energy secretary, he would be in a key position to carry out Trump’s vision for rolling back clean-energy subsidies.

Wright’s provocative views and decades in the fracking industry as chief executive of Denver-based Liberty Energy are bound to get a close examination during Senate nomination hearings. Wright, through his company, declined to comment and referred questions to the Trump transition team, which said Wright “intends to deliver on President Trump’s pledge to unleash American energy production from all sources.”

[educarecentre]

A research proposal is a critical document that outlines what you will investigate, why it matters, and how you will carry out the research. Whether you’re a student preparing for a thesis, a researcher seeking funding, or an academic planning a project, crafting a compelling research proposal is essential. This guide provides detailed insights, along with examples and templates to make the process smoother. To get started with a template, visit this link.

Structure of a Research Proposal

The exact format of a research proposal can vary across disciplines, but most include the following key components:

Title Page

Introduction

Literature Review

Research Design

Reference List

These elements collectively serve as a blueprint for your research plan, ensuring clarity, direction, and feasibility.

Purpose of a Research Proposal

A research proposal has several functions, including:

Demonstrating the relevance and originality of your research.

Highlighting your familiarity with existing studies.

Presenting a well-structured methodology.

Establishing the feasibility of your project.

As a student, you may need to write a proposal for graduate school applications or before starting your thesis or dissertation. For researchers, proposals often serve as pitches for funding or institutional approval.

Goals of a Research Proposal

1. Relevance

Convince your audience that your project is interesting, original, and significant. Highlight how your work contributes to the field.

2. Context

Showcase your understanding of the field’s current state. This includes referencing existing research, theories, and gaps your work will address.

3. Approach

Detail your methodology, tools, and procedures. Demonstrate thorough planning for data collection and analysis.

4. Achievability

Prove that your project can be completed within the given timeline and resources.

Pro Tip: Use resources like Meet2Share for templates that help structure your proposal effectively.

Components of a Research Proposal

1. Title Page

Include the following details:

Project title

Your name

Supervisor’s name

Institution and department

For longer proposals, add a table of contents and an abstract for easier navigation.

2. Introduction

This section introduces your topic and explains why it matters. Include:

Necessary background and context.

Problem statement and research questions.

The potential audience for your research (e.g., scientists, policymakers).

What gaps in knowledge your work will address.

The unique contributions of your research.

3. Literature Review

Demonstrate your grasp of the field by summarizing key theories, methods, and debates. Use this section to:

Compare and contrast existing research.

Identify gaps your research will fill.

Explain how your work builds on or challenges previous studies.

4. Research Design and Methods

Outline how you plan to achieve your objectives. This section includes:

Research Type:

Qualitative, quantitative, or mixed methods?

Original data collection or secondary analysis?

Population and Sample:

Who/what will you study? (e.g., New York high school students, newspaper archives).

Sampling method: probability or non-probability?

Data Collection Methods:

Surveys, interviews, experiments, etc.

Justify why these methods are suitable.

Practicalities:

Timeline and access to participants or data sources.

Address potential challenges and solutions.

5. Contribution to Knowledge

Emphasize the broader impact of your research:

Enhancing best practices.

Informing policy decisions.

Advancing theoretical frameworks.

Laying groundwork for future studies.

6. Reference List

Include all sources cited in your proposal. Use tools like citation generators to maintain accuracy and consistency.

Additional Sections

Research Schedule

Provide a timeline for each phase of your project. For instance:PhaseObjectivesDeadlineBackground ResearchRead literature, refine questions, framework20th JanuaryDesign PlanningDraft tools, finalize methods13th FebruaryData CollectionRecruit participants, conduct interviews24th MarchAnalysisAnalyze data, draft results22nd AprilWritingComplete and revise drafts17th JuneSubmissionProofread and submit28th July

Budget

If seeking funding, include a detailed budget covering:

Travel costs.

Material requirements.

Personnel (e.g., research assistants).

Templates and Examples

Starting with a clear template can streamline your process. Download a research proposal template from Meet2Share to jumpstart your project.

Example Research Proposals

Title: A Conceptual Framework for Scheduling Constraint Management.

Title: Medical Students as Mediators of Change in Tobacco Use.

Tips for Success

Use tools like Scribbr’s paraphrasing tool for clarity.

Check institutional guidelines for specific requirements.

Seek feedback from peers or supervisors before final submission.

For additional insights into research methodologies and statistical concepts, visit Meet2Share’s library of resources and tools. Find like minded students and discuss on how to effectively write a research proposal.

Crafting a research proposal may seem daunting, but with the right structure and resources, you’re well-equipped to present a strong case for your research endeavor.

[agent-oo-z]

Thinking about my Bby Gorl again. Standard “hey this might spoil parts of BG3 for you” warning applies

Atavia, the wild child with no formal education, surprising Gale(and everyone honestly) with her ability to develop experiments.

She calls them ‘tests’ but ya know. Same idea.

Like. They’re all sitting around the campfire and she’s like “ok so we know the tadpoles can show us each other’s memories without us wanting them to. Can we do it on purpose?”

And Gale’s like “what an interesting theory!” And then Lae’zel is like “absolutely not don’t you dare mess with this shit”

And then Atavia and Gale go off and experiment anyways.

Post game, living with Gale and Astarion at the tower, she ends up sucked into a whole thesis about the nature of light and vampires. What types of fabrics work to block out sunlight? Is there a difference between sunlight and divine light? How come shade is ok? What is it about direct sunlight that makes it damaging but if they just step into a shady corner they’re fine, even tho it’s still technically partially illuminated by sun light? If you wear a big enough hat, would that work?

(Atavia, desperate to run tests but not willing to risk inflicting pain on others, comes up with the brilliant idea to go out and get herself turned into a vampire. Astarion and Gale revoke her caffeine privileges and force her to go lay down and sleep.)

Atavia in Reithwin with Halsin, studying how the area is recovering. Testing to see if letting it re-wild itself on its own is better or if guided care is. Discussions of “what period in history do we think this should be restored to and why” and the whole “there is no perfect ‘untouched by civilization’ state to return to” thing.

Being a scientist at heart even is she’s not good at the math part of data analysis I’m not projecting what are you talking about

Atavia introducing a new cat to Astarion. It freaks out because ‘vampire’ and then Atavia goes “wait I can ask it what specifically tipped it off” and essentially interviewing the cat for an entire day about how it knew and why it reacted the way it did. Atavia being very good and not asking Astarion to let her introduce him to a whole bunch of cats to interview them. Definitely not. Ok maybe just a little bit. But only if he’s ok with it.

Atavia running tests with clothing and images of Astarion. Can animal tell based on scent alone? Is it visual? If Astarion has fed recently, is the reaction changed at all? What if he’s got a fake pulse because of magic? SO MANY VARIABLES

Atavia being a nerd. Essentially

[vivekavicky12]

Charting Your Course: A Roadmap to a Successful Data Science Career

Embarking on a career in data science is a thrilling journey marked by continuous learning, skill development, and real-world applications. Whether you're a beginner or looking to specialize, understanding the types of data science courses available is crucial. Choosing the best Data Science Institute can further accelerate your journey into this thriving industry. This comprehensive guide outlines the typical path a data scientist takes, from educational foundations to leadership roles, providing insights for aspiring professionals.

1. Educational Foundation:

A strong educational background forms the bedrock of a data scientist's career. Degrees in statistics, mathematics, or computer science, whether at the bachelor's, master's, or Ph.D. level, set the stage for a deep understanding of data principles.

2. Specialized Training:

The journey intensifies with specialized training. Online courses, bootcamps, and workshops offer hands-on experience in programming languages (Python, R), data manipulation, statistical analysis, machine learning, and data visualization.

3. Building a Skill Set:

Versatility defines a data scientist's skill set. Proficiency in programming languages, expertise in data manipulation libraries, knowledge of machine learning algorithms, and familiarity with data visualization tools contribute to a well-rounded skill set.

4. Gaining Practical Experience:

Transitioning theory into practice is paramount. Engaging in real-world projects or internships provides the practical experience necessary to apply skills in a professional setting and develop problem-solving capabilities.

5. Developing a Portfolio:

A robust portfolio becomes a calling card. Showcasing completed projects, data analyses, and machine learning models offers tangible proof of skills and accomplishments, enhancing prospects during job applications and interviews.

6. Networking and Community Engagement:

Data science thrives on community collaboration. Networking through events, conferences, and online forums fosters connections, provides learning opportunities, and opens doors to career advancement.

7. Job Entry and Specialization:

Entry-level positions like data analyst or junior data scientist serve as entry points. With experience, professionals may specialize in areas such as machine learning, data engineering, or natural language processing based on their interests.

8. Continuous Learning:

Data science is synonymous with constant evolution. A commitment to continuous learning ensures professionals stay abreast of industry trends, new technologies, and emerging methodologies, contributing to ongoing success.

9. Leadership and Advanced Roles:

Seasoned data scientists may progress into leadership roles, such as data science manager or director. Specialization in niche areas or transitions to roles like Chief Data Officer represent the pinnacle of a data scientist's career journey.

The journey of a data scientist is a dynamic expedition that demands a commitment to education, hands-on experience, and continuous growth. As technology evolves, so does the role of a data scientist. Adapting to change, staying connected with the community, and embracing lifelong learning are the keys to unlocking the vast potential within the realm of data science. Whether you're starting your journey or looking to ascend to leadership roles, the path is rich with opportunities for those willing to explore and innovate. Choosing the best Data Science courses in Chennai is a crucial step in acquiring the necessary expertise for a successful career in the evolving landscape of data science.

[zeydaan-isabella]

The Queen's Doppelganger

Story by JoyfulNocturne - the events of Xenoblade 3 have come to pass- and to prevent the evil of moebius from happening again, the queens of agnus and keves need to be proactive. Fortunately, one of them happens to know a certain shapeshifter who may be able to help them. Are they willing to make a tremendous sacrifice for the safety of two whole universes?

Compasses, the trusty tool of many an adventurer, were supposed to help guide you to your chosen destination. At least, if you are on a boat or a space-faring vessel of some kind. But the Hawkmoths adventuring guild, always the unusual sort, relied on different sorts of compasses entirely. Ashley the Dragon was usually the first to become aware of potential adventure when her arcane device, an astral staff that channeled an enigmatic cube of exotic matter, reacted to the energy of other dimensions. These emanations, like ripples upon the multidimensional sea, were often a prelude to big events that a plucky squad of adventurers-for-hire might make a tidy profit in. But the magic of such an artifact is temperamental, even for an experienced mage like Ashley. As of late, something in the depths of the arcane cube was irradiant, like a bright sun in the mind’s eye, causing even Ashley to have to look away with its intensity. She figured this must be the build-up of something big, on the multi-cosmic scale. And so, with the team on call, Ashley sent her magical cube to the science nerds of the crew to be parsed into more structured information. Zeydaan hadn’t even noticed that this preluding incident coincided with a long-range message addressed to them, received by the scientist Alvis’s communications matrix. Sending data across dimensions was understandably a very challenging endeavor. And for strange cosmotechnological reasons that Zeydaan didn’t bother to keep track of, it was actually more difficult to send messages into the “important” dimensions like the one the Wolf Witch and the Hawkmoths called home. But still, when you made a living fixing multidimensional problems like they did, you invested in good equipment. So it was for all these reasons that Zeydaan was a bit stressed and worried by the message, in particular its brevity. The sender was Nia of the dimension known as Alrest, one of the few people outside of the Hawkmoths that Zeydaan truly considered a close friend. And they certainly still were friends, although… the last time they had met had ended with Nia telling her interdimensional pal that she was going to be “so bloody busy” for a while, and wouldn’t be available for their usual antics together. And then silence. Back in the present, all the message said was that there was something urgent they needed to discuss, and that it had to be face to face. The wolfdragon and the catgirl had talked cross-dimensionally plenty of times before, so… what had changed? Something had to be up. The rest of the Hawkmoths, all keenly aware that Zeydaan cared deeply for Nia, were glad to help out in every way they could. In the heart of their headquarters was a giant, room-sized piece of arcanomachinery that formed the core of a miraculous, specialized, interdimensional… meeting room. Adventuring wasn’t all action and whimsy and combat like everyone seemed to think. There was bookkeeping and contracts, interviewing and strategy-planning, all the more mundane stuff that was handled by constructing perhaps the most advanced office in the multiverse. Zeydaan, Alvis, Ashley, and the others waited for the connection to go through. Then, for a few moments, the walls around them shimmered and shifted, like the metal was becoming unsure of whether it actually wanted to be metal anymore, trying out new and impossible possibilities. Then, while also being the sleek modern metal that it just was, it was now also the older, rugged military metal of another world, Nia’s world, layered atop as if both places were now the same place. A door that was there but also not there slid open, and in walked the smiling face that Zeydaan had sorely missed.  Nia was just as animated as ever, despite now wearing elaborate red and silver robes befitting royalty. For a few steps, she was cautious and level-headed, as if balancing a book upon her head. This act lasted barely halfway to the conference table before the catgirl gave it up, and was soon pouncing right into Zeydaan’s wide open arms. “How… is my favorite wolfie from another world doing!” Any semblance of regalness fell away, and Zeydaan let out a sigh of relief, only just now realizing they had been holding their breath the entire time. Was it from a worry that their friend had changed since… whatever had happened? Not to mention the desire to know what had happened to her. To the surprise of the entire Hawkmoths, including Zeydaan, another figure walked in through the same door Nia had entered through. A tall woman with white feather plumes sprouting from her forehead, dressed in purple and silver. Graceful, especially in juxtaposition with the fiery feline Nia. “Melia?” Zeydaan had only seen the Entia woman… twice, they could recall? But those were encounters from the far past, when Zeydaan traveled in the region of worlds intermingled with Nia’s own. On said interdimensional road trip, Zey briefly found themself in a world called Bionis, and fought strange creatures alongside Melia and a creature named Riki. Even as distant as the memory was, it was hard to forget such a bright-shining individual. With a strong sense of duty and a sharp mind, the dimensional wanderer had left that world quite confident Melia would one day do big things indeed. Also, she could wield some truly awesome elemental magic, and Zeydaan had made sure to pick up a thing or two from her, in their brief time together. “Thank you for joining us for this meeting. Your technology for bending our locations together like this is truly marvelous.” Alvis grinned, taking a seat around the conference table. “Bend is a good enough way of putting it… sort of. Although in this room we appear to be in physical proximity, it is not actually so. And neither party can exit out into the other side, or pass physical material between the two. But for a simple meeting, that should be more than enough.” Zeydaan wanted to get to the bottom of this disparity, how Melia and Nia were together before coming here. “But Nia, Melia… you two are actually physically together. How?” ~~~~~~~~~~~~~~~~ “So, let me get this straight.” Alvis remarked, fascinated yet unimpressed by the tale that had taken multiple hours to explain, he touched a paw to his temple to review his notes. “Your two dimensions were originally one dimension, and after your grand adventures you discovered that they were going to combine back into one, so you and your friends miraculously built two massive refrigerators to store two dimensions worth of souls in. But while the worlds were combining back together a malevolent being hijacked the whole thing- seemingly out of nowhere, might I add. This ‘Zed’ thing then made a brand new third dimension only obtusely based upon the original two, which was not what you two wanted, allegedly. So you laid the seeds for new heroes to rise up and rescue you both, and now the two worlds are crashing together into a new one, but the ‘right’ way this time.” Melia, ever the more serious one, nodded while Nia made looks of increasing annoyance. “Well if yer gonna simplify the whole bloody story down that short, then yea, it does sound silly. But it's the truth! And bein’ frank here, I still feel like I’m not getting due credit for all the science and high-concept stuff I had to learn to design Origin. That took a helluva lot of work, I reckon I was a bonafide scientist there for a smidge.” Alvis’s eyes lit up at that. “I would do anything for a look at that research, if you still have it.” Nia scoffed, shaking her head. Melia gave her a look, one of trepidation, as she knew where this conversation was going to go next. “Well, why do you tell us all this?” Ashley was starting to suspect that there was something deeper going on. ”I mean, things sound like they’ve worked out! Assuming your Origin ark is still running right, you can just keep following through with the plan put in place before things got off course.” Melia was the one who broke the brief but palpable silence. “Our people, even if they don’t fully remember… they will long for their connections made to the souls of the other world, made in Aionios. This was not in the original plan, so we cannot say for certain what effect it will have. But, given what we learned from the manifestation of Zed, our concern is that this longing, left unaddressed, may birth something monstrous just as before with Zed.” The entire room took in that possibility. If negative emotions like anxiety and insecurity could coalesce into a monster… could even positive ones like love do the same? … “Love is chaotic, impossible to predict. You are right to be overly cautious.” The stark warning came from Ashley, of all people. And, well, none at the table could disagree with such a thing. They all knew full well just how intense the emotions of love were. Over the course of her very long draconic lifespan Ashley had had her good fair share of romantic engagements. Alvis didn’t really feel romantic love in the way that most of his companions did, but he had a studious mind in his own right. Zeydaan remained silent. Nia lept up from her chair and firmly pounded her fists on the meeting table, leaning forward. “So right, that got me thinking. And ye know what, we’re just not gonna let somethin’ like that happen, no way no how! From what we’ve learned about all this stuff, we believe that there needs to be an outlet for that longing, a reminder of what was and what might one day be within reach again.” She smiled, one ear (wiggling?)(the cat ear thing) as she sat back down, looking to Melia to continue. “The two of us plan to continue our roles as overseers of this transitional period in our worlds. Queens, is what the people decided that meant. So combining that with our outlet theory, our goal is to have each other serve as royal emissaries to each other’s world. An embodiment of the world that now flows concurrently to our respective people’s own, a sign that we may one day connect again. But as you may have already suspected, this would mean each of us being in two different places at the same time…” Before Ashley and Alvis could get into the depths of their knowledge of magic and science respectively, Zeydaan at last spoke up, not even bothering to get up out of their seat. “I’ll do it. Whatever you two have in mind, whatever the plan is, I’m game.” ~~~~~~~~~ “Are you sure about this?” Zeydaan really, really wished everyone else on the team would stop asking that. They all understood, because they knew how important protecting an entire universe was; especially the universe of such a close friend. And yet, that didn’t stop them from asking, repeatedly.  It came from a good place. But even so, despite it all, it was not as if Zey would have so enthusiastically agreed to the request were they not completely and truly commited to it. Something about the Wolf Witch that made them, well, them, was Isabella. Them when they are not a wolf at all, instead a dragon of fae ancestry. When Isabella ebbed, Zeydaan flowed. The sun might rise upon Zeydaan, and the evening moon’s grace would settle upon Isabella. In accepting that both sides of themself deserved the ability to take up space, the whole of them both flourished. In that instant between realizing what their friend was asking and leaping up to accept it, a whole conversation had played out in their mind, in the luminous way that indescribable thought unbound by words can become. A cloistered blossom of Fae, petals fluttering in morning light // Directionless. They ask for much more than they know. A deep change, fundamentally replacing us with her. One wolf, wild and unburdened, paws pressing into wisdom’s soil. It circles round. // Seeking We’d give our all to do it. Would have to give our all. Overhead, a dragon’s shadow, cast upon the mind with grace, certainty // Realization. Yes. And we are the only ones who can truly do it.  A howl into the mind, echoing back distant memories // Encroaching. Nia is a wonderful person. Driven. Caring. She’d not ask unless she had to. A dewdrop in the air, both gaze out into the beyond it reflects. All this is not all // Passion She’s not just a friend. She’s an aspiration. She deserves our all. The trees shudder in breezy joviality. The conclusion stirs in every leaf. // Warmth We’ve often thought, dreamed of being more like her. Oh, how true that is now! Leaping upwards, swooping downwards, joined in equinox agreement // Harmony. It might be fun, too! And that had been that. Zeydaan had set to work on following a laundry list of tasks, from the folder that the Hawkmoths wryly called the “stepping out for a bit” plans. Making sure that of the many, many plates that an adventurer keeps spinning, none are left to topple over when the keeper of said dishware is functionally absent for an extended period of time. From putting in their notice at the Maiden Menagerie, to bank account stuff which Zeydaan was already quite indifferent about, to writing up reports about worlds that Zeydaan would have planned to check in on, that would now fall to the others to manage. But Zeydaan wasn’t the only one who was busy. Even Asriel had taken time out of his busy schedule at the local hospital to come by and do a full checkup on the wolf (“I’ll draw more blood when you get back, I’m sure the comparison will be fascinating!”). Zey wasn’t sure if this had been an order directly from Zachary, or if everyone was simply on the same page to begin with. But even being the boss, Zach himself was on the frontlines helping them out, making lists of different dimensions, the  It was good to have friends. Especially ones who would hear something as wild as “I want to leave for a few years to literally be transformed, body and mind, into my friend to help her protect her home world” and be like “how can we help?” And at the end of it all, once every loose thread had been followed and tied up, they threw a party. The excuse being something to the effect of “your dimension-hopping will need lots of energy so that’s why we’re getting cake.” It was a good cake, flavored slightly by the sweet sorrow of parting. ~~~~~~~~ It was easy for Zeydaan to phase into the world Nia called home, even though it no longer bore the same meta-location data it once had. After seeing Nia at that meeting, her light was bright in Zeydaan’s mind, and the winds between spacetime bore the wolf easily to Alrest… except it was also Agnus, now. At least for a little while.  With Zeydaan lending a helping hand hidden from the rest of the royal government, Queen Nia had completely cleared her schedule for a single day. She was reasonably certain that what remained of Agnus could stay functioning for 24 hours without her there. And frankly, if she came back to Agnus Castle to find that some universe-ending horror had rolled up to the doorstep and everyone had fought it without her, they’d have bigger issues to have to worry about. Now that Aionios was waning, the mixed-together bits and pieces of the two realities that constituted it were separating back out, like oil and water. The grand stratagem that Melia and Nia, plus Poppi and Rex and all the others, had devised all those eons ago was finally happening as intended. And so it was with a profound, nostalgic swell of emotions that Nia took Zeydaan out into the cusp of what was reforming: her true homeland, the Gormotti Province. Rebuilt in the mind’s eye of every Gormotti soul in the Origin Ark, it was even more beautiful than the erstwhile cat could have possibly imagined. But that also meant that old problems would return, and chief among them was the beast that had haunted many a young adventurer. Its thunderous footsteps and horrendous stench had etched themselves into Nia’s memories, and even after so, so much had happened since those days, the terror of that overpowering monster lingered in her nightmares. This didn’t just need to happen for the people’s safety; it was personal. The Territorial Rotbart had to go. “Let’s fockin’ do this. Divine Sword, to me!” “Right on! Fey witch beam!” Across the newborn Gormotti plains Nia charged forward, her blade bursting luminously into a blossom of blue light. The giant beast turned slowly towards them just as Zeydaan’s first long range arcane shot struck its backside. With a terrifying roar and a slam of a gnarled fist on the ground, the Rotbart charged. Nia continued her sprint, tossing a quick spell of blinding brightness outwards to get the monster's attention firmly on her. Then tusk met blade, a scimitar of pure arcane light energy blocking the beast’s mouth, and in that moment Nia grasped at the opportunity she’d dreamed of: punching that giant ape right in the eye. She was laughing as the Rotbart raged and swung its fist, far too late to hit the cat who had already deftly slunk below its legs, aiming to embarrass it by going for its rear end next. It was the little things that made life worth living, after all. Zeydaan’s weapon of choice was a delightful, anachronistic thing. Inspired by both an early-modern military rifle and a witch’s broomstick of yore. The staff, enchanted by fey craftsmanship, combined the raw magic channeling of a witch’s instrument with the focus and precision of a marksman’s tool. Naturally, it had been given the title of The Boomstick, and Zeydaan adored it. They stalked closer at a careful pace, channeling long, powerful spells in the window of safety created by Nia’s swiftness. Spikes of glowing pink crystalline energy grew from their broom like thorns and launched towards the Rotbart. The wolf’s fur stood on end, crackling with potential. Nia deftly dodged side to side, landing hits each time the Rotbart stumbled and howled as a blast struck its hide. “You fall here, wanker! Saber Slash!” And the Rotbart did fall. Specifically, forward. A full force body slam that caught Nia as she tried to dodge aside. “Ow! Bloody hell, get offa me you nasty beast. Get em, Zey!” The Wolf Witch quickened their pace, sneaking in a few more shots before focusing instead on a defensive spell. The dim glow of a fey ward flashed across Nia’s body, mitigating some of the beast’s next blow and transferring the energy back into the witch. Now with only a few meters between them and the Rotbart, Zeydaan dropped the Boomstick and clasped their paws together, pouring mana into their arms. But what came out of Zeydaan’s paw wasn’t a blast of fey magic. A blue sweep of crystal, curved and arching upward, like a scimitar. And a hilt formed in their paw just in time to grasp firm as the beast charged once again. Zey wasn’t one to use a sword, much less one this big. And yet… to protect Nia, they let something deep within their heart whisper guidance, and with a heroic shout Zeydaan brought a heavy slash down onto the Rotbart’s head, with such powerful force that the beast toppled onto its back. As the Rotbart flailed about, Zeydaan helped Nia back up to her feet. They both chuckled half-heartedly, well aware of what that trick there really meant. Zeydaan’s soul, now harmonizing with Nia, was beginning to shift. Now each wielding the same sword, the path to victory over the notorious menace was cut and clear. “Dual Divine Sword!” ~~~~~~~~~~~~~ By the time they’d returned back to the castle, the fur at Zeydaan’s paws was beginning to lighten. And maybe it was just paranoia, but Zey really felt lighter as well, thinner, as if all the fur across their body was shrinking by miniscule amounts. That was probably an overreaction. But it still sat in the forefront of their mind. If you had asked them how they felt about the prospect of this transformation into Nia at the start of all this, Zeydaan would have laughed off any worry at all. They’d turned into so many other things before, even Nia once or twice (although never in the presence of the original, else she might have been miffed. Or maybe even comically critical of the facsimile). But now, after saying goodbye to her team, at the cusp of it, Zeydaan couldn’t shake a deeper emotion of concern in their churning stomach. Was it the finality of it all? Becoming permanently, for a long time, incapable of returning to their true form? Eh, sort of. But then, it wasn’t like they weren’t aware of this always being a possibility for shapeshifters. Was it knowing that the Hawkmoths would be Zey-less now? Bean was sad, as to be expected; she didn’t fully understand the stakes of all this yet, what being a force across the entire tapestry of the multiverse truly meant. It meant utter freedom, but also confinement, committed to knowing when whole realities were on the brink of destruction, and being the only ones with the position to try and save them. Whether it was charging directly into the way of some world-devouring threat, being the couriers of truly otherworldly magic and technologies that could defeat such threats, so on and so forth. Zeydaan, and all the Hawkmoths, weren’t the first to strive for such lofty standards, and they wouldn’t be the last. But right now, it was up to them. “Wolfie, you're lollygagging. Everything alright?” Nia was back in her royal garb, now that the eyes of her kingdom and her people were upon her again. But out of earshot from any of them, she hadn’t yet put on that practiced cadence of queenliness that made her more… “approachable.” “Yea… I’m good. Just tuckered out, I guess. Pretty stoked to find out what the Queen of Alrest gets to eat for dinner, heh.” Nia nodded, and the two ascended up the steps of Agnus Castle, a place that was certainly regal, but grotesquely militaristic as well. Nia was certainly looking forward to these sort of vestiges of the world of eternal war sinking into memory as the real worlds took their rightful places. “Roight, ahem… excuse me, you there! Come hither… could you please escort my… guest to the private quarters of the castle?” The gun wielding guard stowed his weapon and walked up to the two, bowing to Nia and making a poor effort at pretending to not be surprised by the wolfish person accompanying her majesty. “Y-yea, I can do that.” Nia smiled, calm and carefully. “Good. I shall join thee once I have caught up with matters in the throne room.” And with a stilted but well rehearsed bow, the Queen departed to go, well, be the Queen. As they walked, Zeydaan felt an odd tug at their tail. Keeping pace with the guard leading them through the pathways of the castle interior, they tried to catch a good look at what might be going on back there. It felt like their large, furry tail was matting at a surprising speed. With each swish accompanying each step, the volume was decreasing, condensing downwards. While Zey looked themself over, the soldier made sure to keep his gaze forward, although he kept glancing at the unusual sight of this wolf-like person fixating on their own tail. “So uh, are you from Keves? Never seen a… seen a being like you before,” the guard sheepishly asked.  “Soooort of?” And Zey said no further. They knew a thing or two about how to avoid giving out too many details, and how word can spread fast. Even if that wasn’t a critical concern here, in a place of peace, it was better safe than sorry. The guard however, didn’t let the subject go, and instead rather awkwardly shuffled into a pause, looking at Zeydaan with the face of someone who maybe had more on their mind than the helmet covering parts of their head suggested. And well… oh to hell with it. Zeydaan felt unusually chatty, and figured talking would keep the fellow moving. “I’m from… beyond Keves, even further, outside of this eternal war that your countries are in.”  “Well, were in. It's all over now… and gosh, I’m still sort of confused about what’s coming next, you know?  “Roig-<cough>, right. This war is all that you people have lived for ages.” It was probably still quite scary for a lot of people in this world, knowing so much was now uncertain, in flux. Even if the literal monster born from that insecurity was gone, feelings themselves weren’t something you could bash with a sword. “My combat training, it's… really all I know how to do, you know? So if nobody needs that anymore, I’m useless… will I be useless?” Zeydaan kept walking forward. “I’m not sure what things will be like for people here, from now on. But also, don’t count out what you’ve already got. Maybe you only know how to shoot well right now, but hey, you learned that. So you could learn new things too. Or… bloody heck, just keep doing that! There’s still gonna be challenges that require combat.” It felt remarkably easy to raise their voice a bit, because it seemed to Zeydaan quite clear what this guy was feeling, and that the solution to that was to just keep pushing forward. “Yea.. I guess you’re right. But still, what if… I dunno, what if I mess up, you know? Its hard to trust in… well…” the young man trailed off, even as he kept walking and opened a door into the castle’s upper chambers with his keycard. “Well, if you don’t believe in yerself yet, that’s fine. But for now you can just believe in your Queen, cuz I know for sure that she believes in you. She’s got that sort of sense about people, she’ll make sure everything gets sorted out.” Zeydaan smiled, muzzled nose crinkling as it pushed in slightly. “G-gosh… thanks, uh… whoever you are.” But Zeydaan was already turning tail and heading on their way, even as that tail diminished into nothing. ~~~~~~~~~ Nia pulled off the last of her royal accessories as she kicked the door open to her private quarters, tucked in the highest floor of Agnus Castle. “I’m back Wolfie! Bloody hell, turns out the core chips are holdin’ up better than we- Oi! Eating before I even get here? The gall!” Zeydaan, their face only partially clad in fur, slowly chewed and swallowed the mouthful of salmon. “<gulp> c’mon, I’m undergoing a soul metamorphosis, and I’m starving!” Nia tried to fake being angry for as long as possible, before her fuming cheeks gave way to breezy laughter. Zey scooted aside on the Queen’s royally soft bed, and they tucked into the platter of food together. “So, when I become you, you think the royal etiquette training will come along with the deal, or am I gonna have to do some cram sessions?” “Fer your sake, I sure hope it does! Ugh, I mean I get it, ya know, people feel more calm when the leaders seem roight in control of everything. Still, its a bugger<?> of an inconvenience, sometimes.” By the time they reached the delicious paratha bread, Zeydaan was brushing one arm’s paw across the other arm, back and forth, each time seeing some strand of fur fade away with every brush, vanishing. The skin underneath, usually hidden entirely under dark purple and gray, was soft and unblemished. And their legs too were slowly changing, the footpaws and large digitigrade shape straightening into more humanoid thighs and calves. Ones which were quite the opposite of furred, instead smooth and hairless. The days since Zeydaan started to change had been filled with a whirlwind of learning. The two of them had juggled through multiple ways of getting Zey in a position to study and practice what being the Queen of Agnus was like, from hiding covered behind the Palace’s obnoxiously large throne, to disguising as a butler. After Nia recounted to Zeydaan how a robotic doppelganger with a golden mask had been created by the Consuls, they’d even dug around and found the robot’s mask, considering whether it would fit on Zeydaan’s still-sorta-wolf face. But that plan was quickly discarded upon determination that the “hunk o’ junk gives off major heebie jeebies” as Nia put it. They both figured that once they started on the objectively harder part (learning how to speak posh and put on royal etiquette), the easier stuff (changing physically and mentally into a different person) would be a cinch in comparison. And to an extent, they were right.  Every day, more and more of the deep purples became silver hair, rose pink eyes became golden yellow. And it all felt so easy. Zeydaan didn’t have to focus on a spell, or deal with any uncomfortable sensations. It was simply happening. In fact, the affinity for these changes was so great that at times, Zeydaan didn’t even notice what had changed until Nia pointed it out, often with a joke at her own expense. She no doubt meant well, but even as Zeydaan laughed along at Nia’s joviality (“Bloody hell, have I really gotten that tall ‘n thin? Bugger it, this Queenliness is totally distractin’ from how cute I am!”) they felt the slightest current of anxiety amidst it all. The sixth day was the hardest. Nia was able to get a good long look at Zeydaan as they tried a new studying approach (dangling from the ceiling). And what Nia saw on her friend’s face was sorrow, consistent across the parts that were wolfish and Gormotti both. “Out wit’ it. I can tell yer off today, no good sleep last night?” Zeydaan sighed, voice lilting upwards in the all too familiar tenor of the same person to whom they were speaking. “Yea. Had some weird dreams about my friends from, <ahem>, elsewhere. And since I’ve woke, they’ve felt so… distant. It takes time to remember names, names that I know so well. And I’m… I dunno, both right and… urgh, bloody hell.” In an instant, Nia had pulled Zeydaan into a hug, giving one of their ears an affectionate pat. As she did, the ear pushed upwards, higher and pointier than before. “Hey, I get it. I’m here for ye. Through thick ‘n thin, whether it's body or mind. I know well enough, even when friends, well, depart… you’re not alone.” It was good, to have friends. Some days, when there was little else to do, Zey went up to the higher parts of the castle, these large flat exteriors pocketed by tall diamond-adorned pillars.  Despite nobody ever telling them… somehow they knew that up here, momentous, terrible things had happened. Either a very acute sense of this place’s rather harsh vibes, or something more in their mind, their blossoming connection to Nia conveying such knowledge.  Nobody came up here anymore. They were all down below, focusing not on a bloody past, but on a new future. The people of Agnus/Alrest were learning how to let go, but with the right sort of respect and care for all that had been lost along the way. That was why, on a warm summer night, they’d came up here alone, in the company of only the unending sky above. In this contemplative moment, with plenty of room to breathe, the Wolf Witch who was no longer looking like a wolf began to dance. As far as the physical act of it, they knew they’d win no awards, often fumbling and slipping especially as their paws changed to more human-like feet. But there was nobody around to see it, and the point wasn’t about perfection, it was to act as a guide for their lingering fae magic. It had remained inside their changing body, facilitating the transition into this Gormotti form. But now the magic itself was out of place, water soaking the clothes of a swimmer who had emerged out of the ocean. It needed to be shaken off, thus the reason for Zeydaan’s dance. With every step and twist, they conjured great blasts of arcane fireballs, fueled by all that was left in the lingering bits of themself that still looked and felt like the person they were, but also needed to let go of being. The raw magic shot high up into the sky and burst with luminous passion, a brilliant display that cast long shadows and color across the metal edifice of Agnus Castle. Some far down below might catch some glimpse of the beautiful explosions, but they’d never know that it was the final performance of a being from beyond their dimension. In-between the fingers of one hand was a small slip of parchment, on which Zeydaan had written a short note, a declaration to themself and the World. And with the last bit of a magic that was no longer theirs to control, the message was cast aloft, rising up into the sky like a free bird: “I am Zeydaan and Isabella Jem, of the Hawkmoths adventuring team. I am gone now, but never truly gone, and one day I will return.” By the time the message was so high above that it was lost amidst the stars, its paper burned amidst the fireworks, a name and identity transformed into ash that dissipated into the skies. As the lingering lightshow settled and dissipated, the briefly nameless girl stood alone, her hands now free to grasp at her future. With clarity and certainty, she was ready. In her other hand there was a small blue crystal, given to her by Nia (“Roight bloody good I’ve made a habit of keeping spare Cores handy”). She raised the Core Crystal up to her chest, and her body welcomed it, slotting perfectly into place. A last fragment of thought lingered in Nia’s mind as she began the long walk back down into the castle. She felt like she had friends, somewhere far away, who had a knack for spotting big shows of magic. Maybe they’d been watching the fireworks too. ~~~~~ Finally, the day came. The last cusp of Cloudkeep that still bridged the two worlds was about to push away, the engine keeping the small dimensional gateway up now wavering. Like two bubbles being pushed together, the pressure couldn’t be applied forever without repercussions. Melia had sent a message informing the twin Gormmoti that she’d be ready to perform the swap, sending over the new replacement Melia and receiving the new Royal Envoy in kind. But even in the face of it all, Nia and the formerly-not-Nia couldn’t resist having just a teeny bit of fun with the situation. “<pssssh> <beep> Hello? <boop> <CONNECTION ESTABLISHED> This is Melia, here with, well. Melia.” The holograph machine by the portcullis fizzled to life, and the faces of not one, but two people who looked the spitting image of Melia the Queen of Keves could be seen. They each wore the same outfit, and were utterly indistinguishable from each other, even more so than the two Nias. Both of the High Entia ladies bowed respectfully, and the two catgirls waved hello, both trying halfheartedly to hide their scheming grins. “Roight, pop quiz fer Melia and Melia!” “Yup! We gave it a thought and ya know, we can’t be too sure whether or not everything’s up ta snuff. Both wit’ our dear friend’s soul shifting and with how well you’ve trained your own doppelganger. So you gotta figure out which of us is the original, and if you can’t, well… you better not!” Both versions of Melia gave the exact same look of “there is no way they’re doing this right now” so… that was already a good sign in their favor. “Okay, sure. Your joking aside, this is a good thing to do, a fair test for us all. So, what do you think, Melia? Anything we can deduce from the start?” “Quite. One Nia wears the royal garb of Alrest, while the other wears something stylized in the fashion of the Gomotti people.” The left Nia smirked and pulled at the cozy collar of her adventurer’s get-up. Along with the golden yellow skirt and comfy tights, she definitely preferred this over all the fancy stuff her colleagues wore. “Exactly. So, assuming both are equally on board with this… exercise, do they expect that we’d just easily pick the Nia wearing traveler’s clothes, and have thus swapped outfits to mislead us?” Both Melias in unison bore looks of deep concentration. The Nia duo were impressed, truth be told, at how perfectly their similarity in body and mind were. “To the Nia wearing royal garb, a hypothetical question: a noble from what was formerly the Tantal region is visiting on a diplomatic endeavor. How do you greet him?” “Roight, that’s easy. In fact, we’ll say it at the same time, 3, 2, 1…” “Push ‘em offa cliff! If they go splat, then they weren’t a Tantalese worth their salt, and weren’t much of a noble worth our time.” And more and more questions were thrown about back and forth, until all parties were confident that this scheme had worked “Final question…” Both Nias leaned closer, definitely failing to hide their enjoyment of this little game. “Who's the father?” That was the critical hit that gave away their game. Although the royally dressed Nia was able to keep her composure, not sensing any issue, the adventurer-dressed Nia went wide-eyed. Deep in the subconscious of her mind, she knew full well JUST how controversial that topic was. “Okay, okay, you win! I’m the copycat. Just uh, let’s stop talking about who did what with who, roight!” And the four ladies laughed, forgetting for a moment all the momentous steps being taken today. “Okay, we all know how the portcullis works. So let’s get this going.” The communication device fizzled out, and Nia turned to look at, well, Nia. Neither of them had really experienced a farewell of this peculiar sort. “Well, uh… right, so… best o’luck over there, not like you really need it. And uh… you know… ju-” Nia was interrupted by her doppelganger’s embrace, the mirror of an equal in understanding. “And just you don’t get into too much trouble without me, ya hear?” The second Nia, in her favorite getup for big adventures into the unknown, stepped onto the teleporter. With a smile and coy wave, her twin touched the machine’s datapad and pulled the lever, diverting the device’s remaining power to sending one last teleportation. As the world she recognized began to shimmer and dissolve away, she felt a phantom hand upon her own. She looked around the churning, shifting magic, but saw nobody. But she could take the invisible hand in her own, heard a silent whisper, and reckoned this must be the other side of the elaborate dance they were all a part of. Though she couldn’t reach out and see them, Nia shouted out into the cosmos so that she might hear. “The other Melia? If that’s you there… be nice to my “sister,” ya hear? She’s my bestest friend in the whole wide world, even when we’re worlds apart.” Epilogue ~ Nia was… bored. She’d felt like being Queen was stuffy enough back in Agnus, but it was at least offset by the occasional opportunities for action and adventure as crises game up. But as a diplomat, with a very specific role to play as a third party to the new government Melia was establishing, things were quite different. It was nothing but all the formal meetings and decision making that made her wish for something, anything to happen that might get things livened up. …Hold on, didn’t someone at some point establish the threat of wishes creating eldritch monsters? Maybe if she… “M’lady Nia, the afternoon meeting with the architectural team has been moved to a luncheon meeting at Queen Melia’s request. I believe it relates to the latest group of visitors welcomed to the castle?” The castle guardsperson spoke through the communication relay, but Nia could practically feel how he no doubt bowed respectfully as he delivered the news about the change of lunch plans. “My thanks, Irven. I will attend the lunch, and I do very much hope that Ansel stew is on the menu again.” She’d come to appreciate some of the new opportunities that came from living in this world though. Like the food. She still missed Gormott and the rest of Alrest though. It probably wasn’t good to already be counting down the days of this diplomatic exchange until she could return home, given the circumstances. But still. Nia briefly took to the mirror in her chambers, running a brush through her hair and adorning herself with the newest set of bangles and flourishes of her elaborate dress. To everyone here, it seemed they only understood Alrest as some far-off land, beyond the Bionis and Mechonis. She was the only tangible thing they had to connect to, other than any deeply subconscious memories of the third world. So as much as she wanted to not care about getting every part of her look in careful perfection, it was for everyone back home that she put her best foot (paw?) forward.  “Ahem, m-m’lady, it would seem some visitors are seeking to speak with you, although… I do not believe they are part of the visiting delegations? They r-really insi-” “HEY! Shut it and let us in, Jeeves!” “Rest assured, Regicide is not on our agenda, I promise!” “Unless there’s an evil monarch oppressing the populace! We rock at fixing those sort of things!” “Lilith, please…” Nia hopped out of her seat and hurried to the door, swinging it open to find two figures she did not recognize, who were… well she sure hoped they weren’t planning on Regicide, though what else that giant gun would be for was unclear. They looked like run-of-the-mill Homs, except… well actually, they weren’t that run of the mill at all. Nia had never seen a man with such peculiar dark blue scales accenting his muscular body, and nor had she seen a lady so… green, before. They seemed friendly, if a bit out of place, and were not-so-subtly pushing between each other to stand in front of the doorway. “Oh, ahem…” Both stopped muttering to each other about past run-ins with monarchies and . As she’d practiced, Nia put her hands together and bowed slightly, in a way that was polite but also all I’m a queen and bloody important apparently. “H-hello there, y-you… you’re highness, yea! We’re your… well, we’re friends of a friend, and we just really wanted to stop by and make sure you’re doing well and, since we won’t be able to later, you know… gosh, uh.” “You two are… travelers, then? Ones who thought it wise to sneak in here uninvited?” The two strangers both kept their smiles, although there was a subtle shift in the man’s eyes that suggested something deeper. “We just, ah… I… wanted to make sure you weren’t just in there moping about on your own, you know? By your lonesome as a Queen.” He spoke with a suave, deep voice that was, to Nia’s thinking, pretty charming.  “And I came too! You know, in case there was any problems that needed taking care of.” The cat racked her brain trying to make sure she wasn’t missing something here. Who… were these two? It seemed plausible they were from Alrest, but also not likely. They were treating her with such casualty, as if they knew her well. That or they were simply oblivious as to what sort of propriety was meant for meeting with a royal emissary. “Course there isn’t any problems, Lil! There’s a whole kingdom’s worth of soldiers and such here now!” “Zach, but what about, you know, crazy stuff!” Sounded like the latter. But they were sweet about it at least, in a way that was… nice. “Okay, and speakin’ of those soldiers, you two, whoever you are, can’t just be bargin’ on in here like this, or I’ll have to call em. I appreciate your concern, but I’m doing just splendid!” And that was the truth, despite the intense boredom she sometimes felt, Nia was proud to be managing this whole situation with aplomb. “Well then… good! Just, you know, stay splendid like that then.” For reasons not quite within her understanding, Nia felt herself raise one of her hands up towards them in a fist. Zach and Lilith nodded, as if this meant something to them, and bumped that fist with their own.  The three parted ways soon after. The strangers went to the same window they used to invite themselves in uninvited. Mantling over the castle wall, Lilith turned and looked at Zach, who even now hid his melancholy under a suave smile. “Hey, chin up. We got to see them. Now’s time for the brilliant escape plan…” “Yea…” “Zach.” “I know, I know, I should be happy that they’re, er, she’s doing-” “ZACH. Do you have the parachutes charged this time?” “...Um…” Nia distantly heard the sound of heavy objects splashing in the moat outside as she continued down the halls and stairways down into the inner chambers of the castle. By the time she finished walking down the stairs into the large meeting hall, she’d shifted easily back into the measured, regal gait of the foreign Queen. Melia was in the antechamber as well, along with other ministers and advisory folk. After the standard route routine of bowing and introductions, Nia “The Esteemed Emissary of Alrest” took her seat at the table, and grabbed a plate of food while listening in on the conversation. The architecture nerds had even brought a rolling data-screen in to show notes on. Truly riveting stuff, these rivets. While everyone started discussing reconstruction and construction material procurement and yada yada yada boring things, Nia discreetly scanned the long table of dining guests. Surely someone here was just a wee bit more interesting than this bloo-oooooh, whose this? A young man with bright blue eyes and long black hair pulled up in a ponytail. He gazed forward, as if deep in thought, a hand resting against the sheathed sword at his side. Nia waited very politely for a lull in the conversation to get Melia’s attention, nodding towards the teen and inquiring with utterly civility who he was. “He’s a boy from the Lower Bionis. A Brog infestation was causing trouble in the beaches in the Colony 9 region, and this Noah fellow here helped take the leader down. He asked to come along back to the castle, for he is looking for jobs. In fact… Noah, I do believe you mentioned being interested in wanting to do some sightseeing of the rest of Bionis, yes?” The young man caught Nia and Melia’s gaze, and wordlessly nodded. Nia felt something stir in her chest, trying to place what it was about this young man that interested her, other than the simple fact that he looked substantially more fun than these scientists.  “If you are interested, Nia, perhaps you might consider a…diplomatic mission, soon. And as an envoy of the Queen, you would be good to hire some bodyguards, and Noah has shown himself to be quite the swordmaster.” The fair feathered Queen didn’t even need to drop a coy wink or anything, Nia knew exactly what she was getting at.   She couldn’t act upon it right away, as it would be far more regal and fancy-like to wait until the meal had finished and the parties were beginning to leave the table. Nia rose and gracefully walked down towards this fellow, and as she got closer, something clicked within her mind. A realignment of a memory that even she had forgotten, from what felt both like distant memory and unrealized dream. It caused a hint of confusion, even worry for a moment, but then… elation. Enthusiasm, even! Optimism. “Well, roight good to meet ya… tell me, you up for a bit of adventurin’?” It was good, to make new friends.

[v360bp0]

The Data-Driven Speaker: How Analytics Help You Refine Your Message & Marketing

Great speakers know how to connect with a room—but how often do they get real-time, measurable feedback on how their message lands beyond the stage?

As demand for thought leadership and keynote content continues to rise, speakers face increasing pressure to stay visible, relevant, and consistently booked. Success isn’t just about delivering powerful keynotes–it’s about understanding what resonates, where your marketing is working, and what needs to change. The challenge? Most speakers don’t have time to dig into analytics, and many don’t know where to start.

That’s where V360 comes in. As your Business Productivity Partner, we go beyond virtual admin support to provide data-backed insights that drive real growth.

When Passion Needs Precision

Speakers are visionaries, not data scientists. But without visibility into how your message is performing—online and off—it’s hard to know what’s truly effective.

Whether you’re trying to:

Optimize your email open rates,

Get more traction on social media,

Or land more high-value bookings;

Analytics give you the roadmap. They replace guesswork with facts, revealing where to double down and where to pivot.

What Data-Backed Support Looks Like for Speakers

At V360, we help speakers track and interpret the right data across their sales, admin, and marketing funnels. Here’s what that looks like in action:

1. Email and Landing Page Performance

We track open rates, click-throughs, and conversions so you know which messaging works—and which headlines fall flat.

2. Social Media Insights

Our team doesn’t just post content–we monitor engagement, analyze performance trends, and help you tailor messaging by platform and audience behavior.

3. Lead Source Attribution

Know exactly where your leads are coming from (LinkedIn? Podcast interviews? Newsletter referrals?) so you can invest your time and marketing dollars wisely.

4. Talk & Webinar Feedback Loops

We can implement simple post-event surveys or analytics tools to gather real-time feedback on your presentations, turning audience reactions into actionable insight.

Why Analytics-Driven Support Matters More Than Ever

Many speakers spend too much time doing everything manually—or worse, flying blind. But when your business depends on scaling your brand and message, you need a partner who can deliver clarity.

At V360, we don’t just hand you numbers. We turn raw data into usable strategy by:

Analyzing your campaign metrics and client touchpoints

Identifying what works and what needs refining

Offering tactical recommendations tailored to your goals and market

V360: Your Business Productivity Partner

We help speakers scale with more than scheduling support—we offer data-driven, integrated solutions across marketing, admin, and sales. Because when you understand your audience, your business grows.

Whether you’re looking to increase bookings, boost visibility, or fine-tune your messaging, we use real analytics from your own campaigns—not industry averages—to guide every step.

Ready to Take the Guesswork Out of Your Growth?

Let V360 help you become a data-driven speaker who’s just as strategic offstage as you are captivating on it. Schedule a strategy call with us to learn how we can help you track what works—and scale what matters.

[spacetimewithstuartgary]

New SpaceTime out Wednesday

SpaceTime 20250409 Series 28 Episode 43

Why does Venus have so many volcanoes?

A new study suggests convection in its crust could explain why Venus has so many volcanoes.

ESA shuts down the Gaia spacecraft for good

The European Space Agency has finally powered down its Gaia spacecraft after more than a decade spent gathering data on the stars of the Milky Way galaxy.

FRAM 2 launch

SpaceX launches the first manned mission to orbit above planet Earth’s poles.

The Science Report

Agriculture likely to push antibiotic use on livestock by a further 29 percent over the next 15 years.

Warnings that plastic-eating seabirds have failing organs, brain and nerve problems, and cell damage.

Teen girls who spend longer on their phones are more likely to have less sleep.

Alex on Tech the new Nintendo Switch 2.

SpaceTime covers the latest news in astronomy & space sciences.

The show is available every Monday, Wednesday and Friday through your favourite podcast download provider or from www.spacetimewithstuartgary.com

SpaceTime is also broadcast through the National Science Foundation on Science Zone Radio and on both i-heart Radio and Tune-In Radio.

SpaceTime daily news blog: http://spacetimewithstuartgary.tumblr.com/

SpaceTime facebook: www.facebook.com/spacetimewithstuartgary

SpaceTime Instagram @spacetimewithstuartgary

SpaceTime twitter feed @stuartgary

SpaceTime YouTube: @SpaceTimewithStuartGary

SpaceTime -- A brief history

SpaceTime is Australia’s most popular and respected astronomy and space science news program – averaging over two million downloads every year. We’re also number five in the United States.  The show reports on the latest stories and discoveries making news in astronomy, space flight, and science.  SpaceTime features weekly interviews with leading Australian scientists about their research.  The show began life in 1995 as ‘StarStuff’ on the Australian Broadcasting Corporation’s (ABC) NewsRadio network.  Award winning investigative reporter Stuart Gary created the program during more than fifteen years as NewsRadio’s evening anchor and Science Editor.  Gary’s always loved science. He studied astronomy at university and was invited to undertake a PHD in astrophysics, but instead focused on his career in journalism and radio broadcasting. Gary’s radio career stretches back some 34 years including 26 at the ABC. He worked as an announcer and music DJ in commercial radio, before becoming a journalist and eventually joining ABC News and Current Affairs. He was part of the team that set up ABC NewsRadio and became one of its first on air presenters. When asked to put his science background to use, Gary developed StarStuff which he wrote, produced and hosted, consistently achieving 9 per cent of the national Australian radio audience based on the ABC’s Nielsen ratings survey figures for the five major Australian metro markets: Sydney, Melbourne, Brisbane, Adelaide, and Perth. That compares to the ABC’s overall radio listenership of just 5.6 per cent. The StarStuff podcast was published on line by ABC Science -- achieving over 1.3 million downloads annually.  However, after some 20 years, the show finally wrapped up in December 2015 following ABC funding cuts, and a redirection of available finances to increase sports and horse racing coverage.  Rather than continue with the ABC, Gary resigned so that he could keep the show going independently.  StarStuff was rebranded as “SpaceTime”, with the first episode being broadcast in February 2016.  Over the years, SpaceTime has grown, more than doubling its former ABC audience numbers and expanding to include new segments such as the Science Report -- which provides a wrap of general science news, weekly skeptical science features, special reports looking at the latest computer and technology news, and Skywatch – which provides a monthly guide to the night skies. The show is published three times weekly (every Monday, Wednesday and Friday) and available from the United States National Science Foundation on Science Zone Radio, and through both i-heart Radio and Tune-In Radio.

[callofdutymobileindia]

Weekend Machine Learning Courses in Chennai for Working Professionals

In today's data-driven world, machine learning (ML) has become a must-have skill across industries—from IT and finance to healthcare and marketing. For working professionals who are already in demanding 9-to-6 jobs, finding time to upgrade their skillset can be challenging. Fortunately, several institutes now offer weekend machine learning courses in Chennai, specifically designed to fit into your busy schedule without compromising on quality.

This blog will guide you through the best weekend ML courses in Chennai, their benefits, what to expect, and how to choose the right one based on your career goals.

Why Learn Machine Learning in Chennai?

Chennai is quickly gaining momentum as a tech and analytics hub, with companies increasingly adopting machine learning to enhance efficiency, automate operations, and make intelligent business decisions.

Benefits of Learning ML in Chennai:

Access to top-rated training institutes

Affordable course fees compared to metros like Bangalore

Proximity to IT parks and MNCs looking to hire ML talent

A growing network of data science and AI professionals

Why Weekend Machine Learning Courses?

For working professionals, time is a premium. Weekend courses offer:

Flexibility to learn outside of work hours

Live sessions that don’t interfere with weekday commitments

Faster completion with intensive weekend classes

Immediate application of learned skills at work

What to Expect from a Weekend ML Course

Before choosing a course, make sure it includes:

Fundamentals: Python, statistics, linear algebra

Core ML Concepts: Supervised/unsupervised learning, regression, classification

Advanced Tools: TensorFlow, scikit-learn, Keras, NLP, Deep Learning

Hands-On Projects: Real datasets and case studies

Certification: Recognized credentials from industry bodies or institutions

Career Support: Resume building, mock interviews, placement assistance

Boston Institute of Analytics (BIA) – Chennai

Course Fee: ₹55,000 – ₹70,000 Mode: Classroom + Online Hybrid Duration: 12–16 weekends (3–4 months)

Why BIA? Boston Institute of Analytics offers one of the most comprehensive and globally recognized ML courses in Chennai, with weekend-only batch options specifically designed for working professionals. The curriculum is curated by international experts and includes hands-on projects using real datasets.

Key Highlights:

Industry-oriented curriculum with AI integration

Global certification accepted across 30+ countries

Capstone project & live mentorship from industry professionals

Strong placement assistance and alumni network

Best For: Working professionals looking to make a career switch or get promoted within AI/ML roles

How to Choose the Right Weekend Machine Learning Course

Here are some practical tips to help you decide:

✅ Check for Industry Projects

Go for courses that offer real-time projects, not just theoretical content.

✅ Validate Trainer Credentials

Experienced faculty with AI/ML industry background add immense value.

✅ Look for Career Support

Resume workshops, mock interviews, and placement referrals are a must.

✅ Flexibility & Format

Choose live or recorded weekend sessions based on your schedule.

✅ Institute Credibility

Review ratings on Google, LinkedIn, and Quora. Speak with alumni if possible.

Career Opportunities After a Weekend ML Course in Chennai

Even if you're learning part-time, the career outcomes are full-time impressive. With the right course, you can apply for roles like:

Machine Learning Engineer

Data Analyst / Data Scientist

AI Engineer / Research Assistant

Business Intelligence Analyst

NLP or Computer Vision Specialist

Average Entry Salary in Chennai:

₹6 – ₹10 LPA for ML Engineers

₹4 – ₹8 LPA for Data Analysts (with ML exposure)

Top recruiters include Zoho, Freshworks, Cognizant, TCS, Accenture, and Amazon.

Final Thoughts

For working professionals in Chennai looking to upskill in machine learning, weekend courses offer the ideal balance between flexibility and effectiveness. From globally certified programs at Boston Institute of Analytics to regionally-tailored learning, there’s something for every learning style and budget.

If you're serious about advancing your tech career, now is the time to invest your weekends in a course that will unlock exciting career opportunities, higher pay, and long-term growth in the world of AI and machine learning.

[tandeminformaticsmadurai]

Master Data Science with Tandem Informatics – Premier Course in Madurai

Tandem Informatics offers one of the most comprehensive and industry-aligned Data Science courses in Madurai, designed to empower students and professionals with the skills necessary to thrive in today’s data-driven world. With a curriculum tailored to current market demands and hands-on learning methods, this course is the perfect Launchpad for aspiring data scientists, analysts, and AI professionals.

The Data Science program at Tandem Informatics covers a wide array of topics including Python programming, statistics, machine learning, data visualization, deep learning, and big data tools. From beginners looking to understand the fundamentals to professionals aiming to upgrade their skills, this course is structured to accommodate learners at all levels. Students are guided through real-world projects that simulate actual industry challenges, giving them not just theoretical knowledge but also practical insights into solving data-related problems.

A key highlight of the course is its focus on experiential learning. Through live projects, internships, and case studies, participants get the opportunity to apply concepts in real-time, fostering a deeper understanding of how data science works in business and technology. The faculty comprises seasoned data scientists and industry experts who provide mentorship, career guidance, and technical support throughout the journey.

What sets Tandem Informatics apart is its commitment to student success. The institute offers flexible class schedules, personalized attention, and career support services such as resume building, mock interviews, and placement assistance. Whether you're a college student, a working professional, or someone looking to transition into a tech career, this course provides a solid foundation to become job-ready.

Located conveniently in Madurai, Tandem Informatics combines quality education with accessibility, making it a top choice for data science education in South Tamil Nadu. The growing demand for data scientists across industries like healthcare, finance, e-commerce, and IT makes this course a timely investment for a successful career in analytics and AI.

If you’re ready to transform your career and master the language of data, the Data Science course at Tandem Informatics is your gateway to a future-proof profession.

Website                      : https://tandeminformatics.com/

[careeramend]

What is a PGP in Data Science? A Complete Guide for Beginners

Businesses in the data-driven world of today mostly depend on insights from vast amounts of data. From predicting customer behavior to optimizing supply chains, data science plays a vital role in decision-making processes across industries. As the demand for skilled data scientists continues to grow, many aspiring professionals are turning to specialized programs like the PGP in Data Science to build a strong foundation and excel in this field.

If you’re curious about what a Post Graduate Program in Data Science entails and how it can benefit your career, this comprehensive guide is for you.

What is Data Science?

Data science is a multidisciplinary field that uses statistical methods, machine learning, data analysis, and computer science to extract insights from structured and unstructured data. It is used to solve real-world problems by uncovering patterns and making predictions.

The role of a data scientist is to collect, clean, analyze, and interpret large datasets to support strategic decision-making. With the growth of big data, cloud computing, and AI technologies, data science has become a highly lucrative and in-demand career path.

What is a PGP in Data Science?

A PGP in Data Science (Post Graduate Program in Data Science) is a comprehensive program designed to equip learners with both theoretical knowledge and practical skills in data science, analytics, machine learning, and related technologies. Unlike traditional degree programs, PGPs are typically more industry-focused, tailored for working professionals or graduates who want to quickly upskill or transition into the field of data science.

These programs are often offered by reputed universities, tech institutions, and online education platforms, with durations ranging from 6 months to 2 years.

Why Choose a Post Graduate Program in Data Science?

Here are some key reasons why a Post Graduate Program in Data Science is worth considering:

High Demand for Data Scientists

Data is the new oil, and businesses need professionals who can make sense of it. According to various industry reports, there is a massive talent gap in the data science field, and a PGP can help bridge this gap.

Industry-Relevant Curriculum

Unlike traditional degree programs, a PGP focuses on the tools, techniques, and real-world applications currently used in the industry.

Fast-Track Career Transition

PGP programs are structured to deliver maximum value in a shorter time frame, making them ideal for professionals looking to switch to data science.

Global Career Opportunities

Data scientists are in demand not just in India but globally. Completing a PGP in Data Science makes you a competitive candidate worldwide.

Key Components of a Post Graduate Program in Data Science

Most PGP in Data Science programs cover the following key areas:

Statistics and Probability

Python and R Programming

Data Wrangling and Visualization

Machine Learning Algorithms

Deep Learning & Neural Networks

Natural Language Processing (NLP)

Big Data Technologies (Hadoop, Spark)

SQL and NoSQL Databases

Business Analytics

Capstone Projects

Some programs include soft skills training, resume building, and interview preparation sessions to boost job readiness.

Who Should Enroll in a PGP in Data Science?

A Post Graduate Program in Data Science is suitable for:

Fresh graduates looking to enter the field of data science

IT professionals aiming to upgrade their skills

Engineers, mathematicians, and statisticians transitioning to data roles

Business analysts who want to learn data-driven decision-making

Professionals from non-technical backgrounds looking to switch careers

Whether you are a beginner or have prior knowledge, a PGP can provide the right blend of theory and hands-on learning.

Skills You Will Learn

By the end of a PGP in Data Science, you will gain expertise in:

Programming languages: Python, R

Data preprocessing and cleaning

Exploratory data analysis

Model building and evaluation

Machine learning algorithms like Linear Regression, Decision Trees, Random Forests, SVM, etc.

Deep learning frameworks like TensorFlow and Keras

SQL for data querying

Data visualization tools like Tableau or Power BI

Real-world business problem-solving

These skills make you job-ready and help you handle real-time projects with confidence.

Curriculum Overview

Here’s a general breakdown of a Post Graduate Program in Data Science curriculum:

Module 1: Introduction to Data Science

Fundamentals of data science

Tools and technologies overview

Module 2: Programming Essentials

Python programming

R programming basics

Jupyter Notebooks and IDEs

Module 3: Statistics & Probability

Descriptive and inferential statistics

Hypothesis testing

Probability distributions

Module 4: Data Manipulation and Visualization

Pandas, NumPy

Matplotlib, Seaborn

Data storytelling

Module 5: Machine Learning

Supervised and unsupervised learning

Model training and tuning

Scikit-learn

Module 6: Deep Learning and AI

Neural networks

Convolutional Neural Networks (CNN)

Recurrent Neural Networks (RNN)

Module 7: Big Data Technologies

Introduction to Hadoop ecosystem

Apache Spark

Real-time data processing

Module 8: Projects & Capstone

Industry case studies

Group projects

Capstone project on end-to-end ML pipeline

Duration and Mode of Delivery

Most PGP in Data Science programs are designed to be completed in 6 to 12 months, depending on the institution and the pace of learning (part-time or full-time). Delivery modes include:

Online (Self-paced or Instructor-led)

Hybrid (Online + Offline workshops)

Classroom-based (Less common today)

Online formats are highly popular due to flexibility, recorded sessions, and access to mentors and peer groups.

Admission Requirements

Admission criteria for a Post Graduate Program in Data Science generally include:

A bachelor’s degree (any discipline)

Basic understanding of mathematics and statistics

Programming knowledge (optional, but beneficial)

An exam or interview may be required by some institutions.

Why a Post Graduate Program in Data Science from Career Amend?

Career Amend offers a comprehensive Post Graduate Program (PGP) in Data Science designed to be completed in just one year, making it an ideal choice for professionals and graduates who wish to enter the field of data science without spending multiple years in formal education. This program has been thoughtfully curated to combine foundational theory with hands-on practical learning, ensuring that students not only understand the core principles. Still, it can also apply them to real-world data challenges.

The one-year structure of Career Amend’s PGP in Data Science is intensive yet flexible, catering to both full-time learners and working professionals. The curriculum spans various topics, including statistics, Python programming, data visualization, machine learning, deep learning, and big data tools. Learners are also introduced to key technologies and platforms like SQL, Tableau, TensorFlow, and cloud services like AWS or Azure. This practical approach helps students gain industry-relevant skills that are immediately applicable.

What sets Career Amend apart is its strong focus on industry integration. The course includes live projects, case studies, and mentorship from experienced data scientists. Learners gain exposure to real-time business problems and data sets through these components, making them job-ready upon completion. The capstone project at the end of the program allows students to showcase their comprehensive knowledge by solving a complex, practical problem, an asset they can add to their portfolios.

Additionally, Career Amend offers dedicated career support services, including resume building, mock interviews, and job placement assistance. Whether a student is looking to switch careers or upskill within their current role, this one-year PGP in Data Science opens doors to numerous high-growth roles such as data scientist, machine learning engineer, data analyst, and more.

Final Thoughts

A PGP in Data Science is an excellent option for anyone looking to enter the field of data science without committing to a full-time degree. It combines the depth of a traditional postgraduate degree with the flexibility and industry alignment of modern learning methods. Whether a recent graduate or a mid-level professional, enrolling in a Post Graduate Program in Data Science can provide the competitive edge you need in today's tech-driven job market.

So, suppose you're asking yourself, "Is a PGP in Data Science worth it?". In that case, the answer is a YES, especially if you are serious about building a career in one of the most dynamic and high-paying domains of the future.

[softynotes]

B.Tech in AI & ML: Future-Proof Your Tech Career in 2025

Artificial Intelligence (AI) and Machine Learning (ML) are no longer just buzzwords — they are the backbone of the digital revolution transforming industries worldwide. As we move into 2025, a B.Tech in AI & ML stands out as one of the most future-proof choices for students looking to launch a dynamic and resilient tech career.

Why Should Students Consider B.Tech in AI & ML to Start Their Tech Career?

· Exponential Industry Growth: By 2030, AI is expected to contribute up to $15.7 trillion to the global economy, with the machine learning market projected to reach $408.4 billion. This explosive growth is fueling demand for professionals with expertise in AI and ML.

· Ubiquity Across Sectors: From healthcare and finance to automotive and entertainment, AI and ML are reshaping how organizations operate, making these skills universally valuable.

· Essential, Not Optional: As automation and intelligent systems become standard, professionals who can design, train, and ethically deploy AI solutions are in high demand and often considered indispensable.

Skills You Will Learn in a B.Tech AI & ML Program

A B.Tech in AI & ML blends foundational computer science with specialized AI and ML training. Key skills include:

· Programming Languages: Master Python, R, and C++ — the core languages for AI development.

· Data Structures & Algorithms: Build the backbone for efficient data processing and model training.

· Machine Learning & Deep Learning: Learn to design, train, and deploy models using frameworks like TensorFlow and PyTorch.

· Natural Language Processing (NLP): Develop systems for chatbots, language translation, and sentiment analysis.

· Cloud Computing: Gain hands-on experience with AWS, Azure, and Google Cloud, a must-have for deploying scalable AI solutions.

· AI Ethics & Governance: Understand the ethical implications and responsible deployment of AI technologies.

· Real-World Projects & Internships: Apply your knowledge to practical problems and industry projects, ensuring you graduate job-ready.

Opportunities After B.Tech in AI & ML

Graduates of B.Tech AI & ML are highly sought after for roles such as:

· Machine Learning Engineer

· AI Engineer

· Data Scientist

· Robotics Engineer

· AI Architect

· NLP Scientist

· Business Intelligence Developer

These roles offer lucrative salaries, with starting packages in India ranging from ₹10–15 LPA and global salaries often exceeding $100,000 per year for skilled professionals. Companies across sectors — including tech giants, startups, healthcare, automotive, and finance — actively seek AI & ML graduates to drive innovation and maintain a competitive edge.

How Mohan Babu University Supports Your AI & ML Ambitions

Choosing the right institution is crucial for maximizing your potential in this fast-evolving field. Mohan Babu University offers:

· Industry-Relevant Curriculum: The B.Tech AI & ML program is designed in collaboration with industry experts, ensuring you learn the latest tools, technologies, and methodologies relevant to current market needs.

· Hands-On Learning: Through practical labs, real-world projects, and internships, students gain the experience and confidence required to tackle industry challenges from day one.

· Expert Faculty & Mentorship: Learn from experienced professors and industry practitioners who guide you through both theoretical concepts and practical applications.

· Career Support: The university’s placement cell connects students with top recruiters in the AI & ML domain, offering guidance on resume building, interview preparation, and networking.

· Research & Innovation: Access to cutting-edge labs and opportunities to participate in research projects, hackathons, and innovation challenges.

Conclusion

A B.Tech in AI & ML is your gateway to a future-proof tech career in 2025 and beyond. With the right blend of technical expertise, practical experience, and industry connections — especially at leading institutions like Mohan Babu University — you can position yourself at the forefront of the next technological revolution.

[eduleem]

Best AI Course in Bangalore | Eduleem

Are you interested in Artificial Intelligence (AI)? Do you want to build a future in the world of AI and machine learning? If yes, then this blog is for you. Today, we will talk about the best AI course in Bangalore, offered by Eduleem a trusted name for career-focused learning.

Why Choose Eduleem for AI Course in Bangalore?

There are many institutes offering AI training, but Eduleem is different. It is not just a classroom course. It is a complete learning experience designed to prepare you for real jobs in the AI industry. Whether you are a beginner, a student, or someone already working in the IT field, this course is perfect for you.

Here’s why Eduleem is the best choice:

1. Hands-on Practical Training

At Eduleem, you will not just read about AI, you will actually work on it. The course includes live projects, lab sessions, and real-time case studies. You will learn by doing, which is the best way to understand AI deeply.

2. 100% Job Assistance

Eduleem offers 100% guaranteed job support. That means the team will help you with your resume, guide you for interviews, and connect you with job opportunities. Their goal is to make sure you get hired.

3. Expert Trainers

The trainers at Eduleem are not just teachers, they are industry professionals with years of experience. They know how to teach AI in a simple way. They use real examples so that even complex topics become easy to understand.

4. Full AI Syllabus

This AI course covers all the important topics, such as:

Machine Learning (ML)

Deep Learning

Natural Language Processing (NLP)

Computer Vision

Python for AI

Data Science Basics

Each module is taught step-by-step, so you never feel lost.

5. Great for All Levels

Don’t worry if you are new to AI. The course is made for everyone from freshers to experienced IT professionals. You can join even if you are from a different background but want to switch to AI.

6. ISO & Government-Recognized Certification

After completing the course, you get a certification that is recognized by ISO, MSME, Skill India, and Startup India. This makes your resume stronger and helps you get better job offers.

7. Real Internship & Projects

Eduleem gives you the chance to work on real AI projects. You will get internship opportunities where you can apply what you have learned. These projects help build your portfolio and give you work experience.

8. Resume & Interview Support

As part of the course, Eduleem gives personal support for resume building and mock interviews. The trainers help you improve your communication and technical skills. This makes you job-ready and confident.

9. Learn Latest Tools & Technologies

During the AI course, you will learn tools like Python, TensorFlow, Keras, NumPy, and more. These tools are used in the industry, so your training will match real job requirements.

10. Become Job-Ready for AI Roles

After completing this course, you will be ready to apply for job roles like:

AI Engineer

Machine Learning Developer

Data Scientist

AI Analyst

Research Assistant in AI Labs

The goal of this course is not just to give you knowledge, but to prepare you for your first or next job in Artificial Intelligence.

Who Can Join This Course?

This AI course in Bangalore by Eduleem is perfect for:

Students after 12th or graduation

IT professionals who want to upskill

Freshers looking for jobs in AI

Career switchers from non-technical fields

Anyone interested in learning AI from scratch

No coding experience? No problem. The course starts with basics and goes up step-by-step.

Course Duration & Timings

The course is designed to be flexible. You can choose from weekend or weekday batches, depending on your schedule. The duration is around 5 to 6 months, including projects and internships.

You can also attend demo classes before joining to understand how it works.

Why Bangalore?

Bangalore is the tech hub of India. Most AI companies, startups, and MNCs are based here. If you learn AI in Bangalore, you get better job opportunities, more networking, and higher salaries. Eduleem’s center is located in a prime area, making it easy for students and working professionals to attend.

Final Thoughts

If you are serious about building a career in Artificial Intelligence, then Eduleem’s AI course in Bangalore is the best option. With expert training, hands-on projects, job support, and certification you get everything you need to start your AI journey.

Learning AI is the future. And the future starts with one step. Take that step with Eduleem today!

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The Rise of AI Hiring: What Businesses Need to Know

In nowadays’s fast-paced international, hiring the proper talent has become extra tough than ever. With changing work dynamics, digital transformation, and the regular call for for top experts—groups are actually turning to smarter ways to find and maintain talent. Enter AI hiring.

Artificial intelligence hiring is no longer only a fashion—it’s becoming a must-have strategy for modern-day businesses. From screening resumes in seconds to predicting candidate achievement, AI-based hiring is supporting groups make higher hiring decisions faster.

So what precisely is AI hiring, and how can your enterprise benefit from it in 2025? Let’s damage it down in a easy, smooth-to-understand manner.

What Is AI Hiring?

AI hiring refers to the usage of synthetic intelligence generation in different elements of the recruitment method. Instead of depending only on human judgment and manual duties, AI tools assist in things like:

Scanning and shortlisting resumes

Analyzing candidate behavior and talents

Automating interview scheduling

Matching activity necessities with candidate profiles

Predicting candidate fit and destiny overall performance

With AI-based hiring, recruiters store time, reduce bias, and reach greater qualified candidates faster.

Why AI Hiring Is on the Rise

The job market is evolving rapidly. Roles are getting more specialised, the extent of candidates is growing, and applicants count on quicker hiring timelines. Traditional methods often fall brief.

Here’s why groups are embracing artificial intelligence hiring in 2025:

Speed: AI can display masses of resumes in minutes.

Accuracy: Algorithms analyze task in shape more exactly than guide sorting.

Efficiency: Automating repetitive responsibilities frees up recruiters for strategic paintings.

Data-driven selections: AI offers insights into candidate potential, now not just enjoy.

Candidate enjoy: With AI chatbots and instantaneous comments, candidates live engaged.

Real Benefits of AI-Based Hiring for Businesses

Let’s take a closer have a look at how AI-based hiring allows companies rent smarter, not harder:

1. Faster Screening and Shortlisting

AI can instantly scan hundreds of resumes, highlighting the most appropriate applicants. This extensively reduces the time-to-hire, mainly for huge-scale recruitment.

2. Reduced Hiring Bias

Unlike humans, AI equipment don’t make decisions based totally on gender, age, or race. When skilled correctly, they focus solely on data, supporting corporations promote truthful hiring practices.

3. Better Candidate Matching

AI matches not just primarily based on keywords, however on skillsets, past overall performance, and profession progression. This leads to better-suit candidates and advanced retention.

4. Smarter Interviewing

AI-powered gear can analyze candidate speech patterns, facial expressions, and even responses during pre-recorded interviews. This facilitates check soft capabilities and emotional intelligence.

5. Scalability

For startups or big companies hiring at scale, AI lets in the recruitment method to make bigger with out including greater recruiters. It's ideal for growing companies.

How Alliance Recruitment Agency Leads in AI Hiring

If you’re exploring AI hiring but don’t recognize in which to begin, you don’t ought to do it on my own. Alliance Recruitment Agency is a global recruitment corporation that leverages the brand new artificial intelligence hiring tools to help corporations lease the proper expertise successfully.

Whether you’re a tech startup looking for builders or a multinational in want of statistics scientists and AI specialists, Alliance affords:

AI-powered resume filtering

Smart candidate matching structures

Video interview analysis tools

Custom AI-based hiring pipelines

Global recruitment expertise across industries

They integrate human intelligence with smart AI tools, imparting a customised yet rather efficient hiring revel in.

How to Start with AI Hiring

Not positive a way to carry AI into your recruitment method? Here are some tips:

Identify your hiring challenges: Too many resumes? Long hiring timelines? Start there.

Choose the proper gear: There are AI tools for screening, scheduling, and exams.

Train your hiring group: Even the great equipment need people to guide them properly.

Partner with an expert: Work with organizations like Alliance Recruitment Agency that recognize each people and AI.

Remember, AI doesn’t replace recruiters—it empowers them to recognition on strategic selections.

Final Thoughts

AI hiring is no longer the destiny—it’s the now. As corporations face new demanding situations in attracting and keeping pinnacle talent, synthetic intelligence hiring gives speed, accuracy, and competitive benefit.

Whether you’re recruiting AI talent or seeking to modernize your hiring process, AI tools can bring measurable consequences. And with the guidance of a relied on partner like Alliance Recruitment Agency, you can optimistically step into the arena of AI-based totally hiring—finding the proper humans, on the right time, with the proper equipment.

So, are you equipped to rent smarter in 2025?

FAQs

1. What is AI hiring and how does it paintings?

AI hiring makes use of artificial intelligence gear to automate and improve distinctive stages of recruitment—like resume screening, candidate matching, and interview analysis.

2. Does AI hiring remove human involvement?

Not at all. AI assists recruiters via reducing repetitive tasks and enhancing decision-making, but human oversight is critical for lifestyle healthy and final interviews.

3. Is AI-primarily based hiring suitable for small corporations?

Yes. Even startups and SMEs can benefit from simple AI gear to display screen applicants, time table interviews, and make faster choices.

4. Can AI hiring help reduce hiring bias?

Yes. When programmed efficiently, AI gear make facts-driven decisions, reducing unconscious bias in the early degrees of recruitment.

5. How can Alliance Recruitment Agency assist with AI hiring?

Alliance Recruitment Agency makes use of advanced AI equipment for resume screening, candidate exams, and greater—assisting agencies rent better and faster global.

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Find the Best Jobs in London: Your Complete Guide to Employment Opportunities

Looking for jobs in London? As one of the world’s leading business and financial hubs, London offers countless career opportunities across industries. Whether you're a recent graduate, an experienced professional, or looking for part-time work, this guide will help you navigate the job market and find the perfect role.

Why Work in London?

1. Diverse Job Market

London is home to industries like finance, tech, healthcare, creative arts, and hospitality, offering roles for all skill levels.

2. Competitive Salaries

Salaries in London are often higher than in other UK cities, with many companies offering bonuses and benefits.

3. Career Growth

With leading global companies headquartered in London, there are endless opportunities for professional development.

4. Networking Opportunities

The city hosts industry events, meetups, and conferences, making it easier to connect with employers.

Top Industries Hiring in London

IndustryPopular Job RolesAverage Salary (£)FinanceAccountant, Financial Analyst£40,000 - £80,000TechSoftware Developer, Data Scientist£50,000 - £100,000HealthcareNurse, Doctor, Healthcare Assistant£25,000 - £70,000HospitalityChef, Hotel Manager, Waiter£20,000 - £45,000Creative ArtsGraphic Designer, Content Writer£25,000 - £60,000

How to Find Jobs in London

1. Use Specialized Job Portals

Websites like London Jobs UK list thousands of local vacancies, from entry-level to executive roles.

2. Recruitment Agencies

Register with agencies specializing in your industry for access to unadvertised positions.

3. LinkedIn & Networking

Many jobs are filled through referrals—connect with professionals and follow companies you’re interested in.

4. Company Career Pages

Major employers like Google, NHS, and Barclays post openings directly on their websites.

5. Job Fairs & Events

London hosts regular career fairs—great for meeting employers face-to-face.

Tips for Securing a Job in London

✔ Tailor Your CV – Highlight relevant skills and experience. ✔ Write a Strong Cover Letter – Show why you’re the best fit. ✔ Prepare for Interviews – Research the company and practice common questions. ✔ Be Persistent – Follow up on applications.

The Future of Jobs in London

Remote & Hybrid Work – More companies offer flexible arrangements.

Tech & Green Jobs – High demand for AI, cybersecurity, and sustainability roles.

Gig Economy Growth – Freelance and contract work is increasing.

Start Your Job Search Today!

For the latest jobs in London, visit London Jobs UK to browse thousands of listings, set up job alerts, and apply directly to top employers.

Your dream job in London is waiting—begin your search now!