#cloud tools for data science

[codecrafted]

Remote Data Science Jobs Are Booming: Here’s How to Prepare

In the ever-evolving digital economy, data has become the backbone of decision-making across every industry. From e-commerce giants and fintech startups to healthcare and manufacturing sectors, organizations are increasingly relying on data science to unlock hidden patterns, predict outcomes, and guide strategic planning. What’s truly revolutionary, however, is how this once location-dependent…

[semanticlp]

Hexaware Partners with Abluva to Launch Secure Agentic AI Solutions for the Life Sciences Industry

Hexaware Technologies, a leading global IT services provider, has announced a strategic partnership with Abluva, an innovator in agentic AI security, to deliver secure and governed Generative AI (GenAI) solutions tailored for the Life Sciences industry. This collaboration is aimed at helping pharmaceutical companies, clinical research organizations (CROs), and healthcare enterprises deploy…

[classroomlearning]

BTech CSE: Your Gateway to High-Demand Tech Careers

Apply now for admission and avail the Early Bird Offer

In the digital age, a BTech in Computer Science & Engineering (CSE) is one of the most sought-after degrees, offering unmatched career opportunities across industries. From software development to artificial intelligence, the possibilities are endless for CSE graduates.

Top Job Opportunities for BTech CSE Graduates

Software Developer: Design and develop innovative applications and systems.

Data Scientist: Analyze big data to drive business decisions.

Cybersecurity Analyst: Safeguard organizations from digital threats.

AI/ML Engineer: Lead the way in artificial intelligence and machine learning.

Cloud Architect: Build and maintain cloud-based infrastructure for global organizations.

Why Choose Brainware University for BTech CSE?

Brainware University provides a cutting-edge curriculum, hands-on training, and access to industry-leading tools. Our dedicated placement cell ensures you’re job-ready, connecting you with top recruiters in tech.

👉 Early Bird Offer: Don’t wait! Enroll now and take the first step toward a high-paying, future-ready career in CSE.

Your journey to becoming a tech leader starts here!

[aiinsight47]

Build AI Tools for Money: Simple Developers Guide

Learn how developers can create and sell AI tools or APIs for profit. Discover steps to identify problems, build solutions, monetize effectively, and grow your AI business.

The world of artificial intelligence (AI) is booming, and developers are uniquely positioned to take advantage of this trend. Creating and selling AI tools or APIs is one of the most lucrative ways to turn your coding skills into a business. Whether you’re solving a niche problem or building tools for broader use, there are endless opportunities in this space. Table of Contents What Are AI Tools…

[justposting1]

Top AI Tools to Start Your Training in 2024

Empower Your AI Journey with Beginner-Friendly Platforms Like TensorFlow, PyTorch, and Google Colab The rapid advancements in artificial intelligence (AI) have transformed the way we work, live, and learn. For aspiring AI enthusiasts, diving into this exciting field requires a combination of theoretical understanding and hands-on experience. Fortunately, the right tools can make the learning…

[theconcinnitycompany]

No Going Back: 10 Trends That Have Changed the Life Sciences Industry Forever

The life sciences industry has undergone seismic shifts in the three years, with sweeping changes across research, development, and commercialization. Industry trends point to a world with fewer barriers, faster drug development, and more efficient communication.

[luaitl]

Pluto in Aquarius

Pluto entered Aquarius last year, and with it came many assumptions about what could happen — including the belief that Pluto in Aquarius represents a massive technological leap: an era of conscious artificial intelligences, the fusion of human and machine, brain implants, automated cities, and algorithms that predict humanity’s every move. It’s an imaginary fed for decades by science fiction, neoliberal governments, and corporations profiting off the promise of 'progress.'

But Aquarius is not linear. Aquarius does not promise constant advancement as if history were a straight line toward the peak of modernity. Aquarius is rupture. It is disobedience. Pluto is death and rebirth.

When Pluto enters Aquarius, it doesn’t strengthen what Aquarius represents — it destroys what has already become corrupted within that archetype. And what could be more corrupted today than technology itself?

We are surrounded by promises of digital freedom, yet we are more watched, manipulated, and isolated than ever before. Technology has become a tool of surveillance, emotional dependence, and hyperproductivity. The machine that once symbolized innovation now traps us in addictive cycles of dopamine, information overload, and alienation.

Aquarius cries out for freedom — not control. And Pluto, in this sign, might remind us of that in the most radical way possible: not by evolving technology, but by dismantling its current form.

The point isn’t to deny advancement — it’s to ask: Who is benefiting from this so-called “progress”? Who profits from sustaining this digitalized system that disrespects human rhythms and exploits our data?

Pluto in Aquarius might carve out space for another vision of the future, one where liberation doesn’t come from perfecting machines, but from critically stepping away from them. This Pluto could mean:

The collapse of Big Tech as models of power;

A rebuilding of natural, spiritual, symbolic technologies;

A deep critique of the myth of progress, efficiency, and the capitalist logic of “always more.”

After all, Aquarius is also the sign of anarchy, of anti-order, of the vision that shatters expectations. And the greatest shattering of expectations today might be exactly this: that instead of becoming a humanity glued to screens and brains wired to the cloud, we choose a new way of living.

What if the Aquarian spirit realizes that technology has already served its purpose? That it has become a prison? And Aquarius — cannot stand any prison.

That’s why Pluto in Aquarius may very well mark the end of the digital age as we know it — not as a regression, but as an unexpected revolution, a call to true freedom — the opposite of what we expect (which is, in itself, deeply Aquarian).

[spacetelescopescience]

At the Space Telescope Science Institute, teams supporting the Nancy Grace Roman Space Telescope made incredible progress developing its Science Operations Center, building strong partnerships, and broadening and deepening the engagement of the science community. 

Here, Kristen McQuinn, the head of the Roman Mission Office at the institute, and mission scientist Gisella De Rosa introduce the incredibly powerful Roman Research Nexus and why community input is so important:

Kristen McQuinn:Roman will be able to survey large areas of the sky quite rapidly—1,000 times faster than Hubble—with its camera, the Wide Field Instrument. Roman will return a lot of data—too much for researchers to download to their own computers.

Gisella De Rosa:That’s why we built a cloud-based platform known as the Roman Research Nexus. All the data, tools, and software researchers might need are in one online space. It’s where users can also analyze Roman’s data collaboratively with their teams. Roman is a community-focused mission. More than 1,000 scientists have participated in its survey definition, and authored and coauthored science pitches and white papers to clarify how they would like to use this telescope.

Read the full interview: https://www.stsci.edu/contents/annual-reports/2024/centered-on-community

[miachel-brown]

How 3D Scanners Revolutionize Archaeology

As a science that explores human history and culture, archaeology has always relied on excavation and manual recording to preserve artifacts and cultural relics. However, this discipline has ushered in a technological revolution in recent years. The introduction of 3D scanning technology has changed the traditional way of working, making archaeological research more efficient, accurate and interactive. With its unique non-contact measurement method, 3D scanners have completely changed the way archaeologists obtain, store and analyze data, bringing great changes to cultural heritage protection.

How 3D Scanning Works 3D scanners capture point cloud data on the surface of an object through lasers, structured light or other sensors to generate a three-dimensional model of the object. These devices can perform high-precision scans of objects of various materials, from tiny artifacts to entire archaeological sites, and can be digitally preserved. Different types of scanners have their own advantages. For example, laser scanners are suitable for large-scale field recording, while structured light scanners are more suitable for high-precision scanning of delicate artifacts.

Accurately capture the details of artifacts Traditional archaeological records rely on manual measurement and drawing, which is not only time-consuming and labor-intensive, but also prone to errors. 3D scanners can quickly and accurately record every detail of the artifact and generate accurate digital copies. For example, a fragile piece of pottery may not be able to be moved multiple times, but with 3D scanning technology, only one scan is needed to generate a digital model for research and display. Researchers can observe and analyze artifacts from different angles without touching the original, thereby minimizing potential damage to the artifacts.

For example, the British National Museum used laser 3D scanning technology to record the Rosetta Stone. This method not only preserves the subtle inscriptions on the stone, but also provides a permanent digital reference for future research and education.

Site restoration and virtual display

Another major challenge in archaeology is to restore damaged or partially lost site structures. With 3D scanning technology, archaeologists can scan the remaining parts of the site and simulate its original appearance with the help of computers. This virtual restoration allows researchers to better understand the structure and use of ancient buildings. For example, after the ruins of the ancient Roman city of Pompeii were 3D scanned, researchers were able to simulate its complete layout before the volcanic eruption, providing visitors and scholars with an immersive experience.

3D scanning also enables museums to offer interactive exhibitions. Virtual reality (VR) and augmented reality (AR) technologies combined with 3D scanning data allow visitors to "touch" digitized artifacts and explore the details of archaeological discoveries. This interactive experience stimulates the public's interest in history and culture and improves the effectiveness of education.

Protection and restoration The restoration of cultural relics requires extremely high precision and meticulous craftsmanship, and 3D scanning provides a powerful support tool for the restoration process. Scanning technology can help restorers accurately measure defective parts and generate restoration plans. For example, when repairing the golden mask of Egyptian pharaoh Tutankhamun, the restoration team used high-resolution 3D scanning data to ensure that the restoration process conforms to the original structure and appearance.

At the same time, the digital model generated by 3D scanning can be used as a permanent backup to prevent natural disasters, wars or accidents from causing irreversible damage to cultural relics. For example, the ancient city of Palmyra, which was destroyed during the Syrian civil war, was partially restored through previous 3D scanning data, providing a valuable reference for future restoration work.

Expanding research perspectives 3D scanning technology is not only a tool for recording cultural relics, but also provides new analytical methods for academic research. With the help of computer programs, researchers can measure every detail on the digital model to obtain richer research data. For example, when studying the traces of use of ancient tools, using 3D scanning models can magnify tiny wear details, and can also be used with an all-in-one 3D scanner to help scholars understand the purpose and frequency of use of tools.

In addition, similar artifacts unearthed from different locations can be compared through 3D scanning data to analyze the similarities of their design and manufacturing techniques. This method provides a new perspective for the study of cross-regional cultural exchanges.

Unlimited possibilities in the future With the continuous development of 3D scanning technology, its application in archaeology will become more extensive

[milliebobby-safelyo]

🔒 School Networks Are Blocking Your Learning — Here’s How to Reclaim It (Legally)

Ever tried accessing Stack Overflow or GitHub during a class project, only to hit a wall? You're not alone. In 2025, school networks are more locked-down than ever—blocking websites, throttling services, and even inspecting encrypted traffic. And while most of these restrictions are implemented with good intentions (security, bandwidth control, legal compliance), they often get in the way of legitimate learning.

So, how do you push back—without breaking the rules?

This guide explains exactly how to install a VPN on a school computer, even with strict restrictions in place. But more importantly, it gives you the knowledge to navigate school firewalls ethically, responsibly, and intelligently.

🧠 What You’ll Learn (from the full guide)

1-minute VPN setup checklist Perfect for students in a hurry. With just 5 steps, you’ll have a working VPN—whether you’re using Windows, macOS, or even a locked Chromebook.

How school networks block VPNs From SSL inspection to DNS filtering, learn how your school’s tech team detects and blocks VPN traffic. Knowing this will help you choose the right tools.

VPNs that still work in 2025 The guide compares top VPNs like Surfshark, NordVPN, ExpressVPN, and ProtonVPN—highlighting key features like obfuscation, RAM-only servers, and student discounts.

Admin-free installation methods No admin access? No problem. Learn how to run VPNs from a USB stick or use browser-based extensions that still get the job done.

Troubleshooting and staying under the radar Even with the right setup, things can go wrong. The guide offers practical fixes for DNS leaks, connection drops, and slow speeds.

🔍 Why This Guide Is More Than Just a “How-To”

I’ve been there. During a computer science project in my second year, my team couldn’t download dependencies from GitHub or access Stack Overflow—essential tools for any dev team. The school’s network blocks were airtight. But with the right VPN setup (via a portable client on a flash drive), we restored access without violating any rules. We finished the assignment on time—and no one got in trouble.

This guide isn’t just about bypassing restrictions—it’s about empowering students to reclaim essential access with ethics, safety, and transparency in mind.

💡 Extra Value (Beyond the Article)

Here are some additional ideas that expand the conversation beyond the guide:

✅ When to ask for permission instead of bypassing Sometimes, the easiest path is just asking. Many schools have exceptions for research tools or cloud platforms. The article even includes a sample email template you can send to your IT team to request VPN access for academic use.

✅ Stealth VPN protocols explained You’ve probably heard of OpenVPN, but what about Shadowsocks or SSH tunneling? These advanced methods can help you stay connected even when all else fails. They don’t just hide your data—they make it look like regular HTTPS traffic.

✅ The hidden dangers of free VPNs Think free VPNs are the answer? Think again. Many log your data, inject ads, or lack basic protections like IPv6 and WebRTC leak prevention. One wrong move, and your “private” session could be exposed to the school firewall.

✅ The ethical line: Access vs Abuse This guide constantly reminds you to respect bandwidth limits, avoid streaming during school hours, and use VPNs strictly for educational access. It’s about responsible freedom—not total anonymity.

📘 Real Stories from Students (Yes, You’re Not Alone)

🔸 “My Chromebook wouldn’t install anything. I used the Play Store version of my VPN to bypass blocks and upload my project to GitHub. Worked like a charm.” 🔸 “During finals, I used TCP 443 and split tunneling to keep my VPN fast while watching pre-recorded lectures. Didn’t hog bandwidth or trigger IT alerts.” 🔸 “I got blocked midway through a Zoom lab. Switched VPN servers and enabled stealth mode—problem solved in 2 minutes.”

These aren’t just hacks—they’re strategies students use every day to keep learning without roadblocks.

🚨 Quick Tips Recap

Use stealth/obfuscated VPNs like Surfshark or NordVPN

Avoid free VPNs unless you’re using ProtonVPN’s free tier (and even then, no stealth mode)

Disable IPv6, block WebRTC, and use private DNS to prevent leaks

Split tunnel only essential apps to conserve bandwidth

Communicate with IT if your goal is educational—not entertainment

🎯 Why This Matters

Schools are meant to be places of learning, not limitation. With a secure, ethical VPN setup, you can unlock vital resources while respecting the institution’s intent.

This isn’t about breaking rules—it’s about adapting to a digital environment that wasn’t built for modern student needs. Whether you’re an aspiring developer, data scientist, or just trying to finish your homework, a VPN might be the lifeline you didn’t know you needed.

Read the full guide here:

[datascience78]

Top Data Science Trends Reshaping the Industry in 2025

Hyderabad has emerged as a powerhouse for technology and analytics, with its IT corridors in HITEC City and Gachibowli housing multinational corporations, fintech firms, and health-tech startups. As 2025 unfolds, data science continues to transform how organizations in Hyderabad operate, enabling smarter decision-making, process optimization, and innovation across sectors.

With the exponential growth of data, advancements in artificial intelligence, and increasing adoption of automation, the landscape of data science is evolving rapidly. Understanding the latest trends in this field is crucial for professionals, businesses, and students in Hyderabad who want to remain relevant in a competitive market while leveraging data to create tangible value.

This article explores the top data science trends reshaping the industry in 2025, with a practical lens on their applications, implications, and opportunities within Hyderabad’s thriving ecosystem.

Looking forward to becoming a Data Science? Check out the data science in hyderabad

1. Generative AI Integration in Business Analytics

Generative AI is no longer limited to experimental labs; it is now being integrated into business workflows across Hyderabad. Companies are adopting generative AI models for creating realistic synthetic data to enhance model training while maintaining data privacy. This is especially beneficial for healthcare and fintech startups working with sensitive information.

Generative AI is also aiding in content generation, automated report creation, and code generation, reducing repetitive tasks for data scientists and analysts. Hyderabad’s enterprises are exploring these tools to improve productivity and accelerate project timelines without compromising quality.

2. Democratization of Data Science

In 2025, there is a clear movement towards democratizing data science within organizations. No longer restricted to specialized data teams, data-driven decision-making is being embedded across departments, empowering business analysts, product managers, and marketing professionals to work with data effectively.

In Hyderabad, many organizations are investing in low-code and no-code data science platforms, enabling teams to build predictive models, generate dashboards, and perform advanced analytics without writing complex code. This democratization ensures data literacy within organizations, fostering a culture of informed decision-making and reducing dependency on small data science teams for routine analysis.

3. Increased Focus on Responsible AI and Ethical Data Use

With the increasing adoption of AI models, concerns regarding data privacy, fairness, and transparency have become prominent. Hyderabad, with its large IT and data-driven organizations, is aligning with global best practices by implementing responsible AI frameworks.

In 2025, organizations are prioritizing explainable AI models to ensure stakeholders understand how decisions are made by algorithms. Regular audits for bias detection and implementing governance frameworks around data usage have become standard practices, especially within sectors like healthcare, finance, and education in Hyderabad.

4. The Rise of Edge AI and Real-Time Analytics

Edge computing, where data processing occurs closer to the data source rather than in centralized servers, is transforming real-time analytics. Hyderabad’s manufacturing firms and IoT startups are leveraging edge AI to process data from sensors and devices instantly, enabling faster decision-making and reducing latency.

This trend is particularly significant for applications such as predictive maintenance in manufacturing, traffic management in smart city projects, and healthcare monitoring systems, where real-time decisions can lead to significant operational improvements.

5. Cloud-Native Data Science Workflows

The adoption of cloud platforms for data storage, processing, and analytics continues to accelerate in 2025. Organizations in Hyderabad are transitioning to cloud-native data science workflows using platforms like AWS, Azure, and Google Cloud to handle large-scale data processing and collaborative analytics.

Cloud-native workflows enable seamless scaling, collaborative model building, and integration with business applications, supporting the growing data needs of enterprises. This shift also allows data science teams to experiment faster, deploy models into production efficiently, and reduce infrastructure management overhead.

6. Emphasis on Data Privacy and Security

As organizations handle increasing volumes of personal and sensitive data, ensuring privacy and security has become paramount. In Hyderabad, where fintech and healthcare industries are expanding rapidly, data encryption, anonymization, and compliance with global data protection standards like GDPR have become critical parts of data workflows.

Organizations are implementing privacy-preserving machine learning techniques, such as federated learning, to train models without compromising user data privacy. This trend is essential to build customer trust and align with regulatory standards while leveraging data for analytics and AI initiatives.

7. Automated Machine Learning (AutoML) Adoption

AutoML tools are revolutionizing the data science workflow by automating the process of feature engineering, model selection, and hyperparameter tuning. This reduces the time data scientists spend on repetitive tasks, enabling them to focus on problem framing and interpretation of results.

In Hyderabad, startups and enterprises are increasingly adopting AutoML solutions to empower smaller teams to build and deploy models efficiently, even with limited advanced coding expertise. This trend is also aligned with the growing demand for faster delivery of data science projects in a competitive market.

8. Growth of Natural Language Processing Applications

Natural Language Processing (NLP) continues to be a significant area of innovation in data science, and in 2025, it has become integral to many business processes in Hyderabad. Organizations are using NLP for customer service automation, sentiment analysis, and extracting insights from unstructured text data like customer reviews, social media posts, and support tickets.

Advancements in multilingual NLP models are particularly relevant in Hyderabad, a city with a diverse linguistic landscape, enabling businesses to interact with customers in regional languages while understanding customer sentiments and needs effectively.

9. Data-Driven Personalization in Customer Engagement

Businesses in Hyderabad are leveraging data science to drive personalized customer experiences. By analysing customer behaviour, transaction history, and interaction patterns, companies can design targeted marketing campaigns, personalized recommendations, and customized services to enhance customer satisfaction.

In sectors such as e-commerce, banking, and healthcare, data-driven personalization is helping businesses improve engagement, increase customer retention, and drive revenue growth in a competitive market.

10. Hybrid Roles: Data Science Meets Domain Expertise

As data science becomes more integrated into business processes, there is a growing demand for professionals who combine domain expertise with data analysis skills. In Hyderabad, this trend is evident in sectors like healthcare, finance, and supply chain, where professionals with knowledge of the domain and data science can drive more meaningful and actionable insights.

These hybrid roles, often described as analytics translators or domain-data science specialists, are essential for ensuring data-driven projects align with business objectives and deliver tangible value.

Learning and Upskilling in Hyderabad

To remain competitive in the evolving data science landscape, continuous learning and upskilling are essential. In Hyderabad, 360DigiTMG offers specialized programs in data science, machine learning, and AI that align with the latest industry trends. These programs combine theoretical understanding with practical application, ensuring learners gain hands-on experience with the tools and techniques currently shaping the industry.

360DigiTMG’s training modules include projects based on real-world datasets relevant to Hyderabad’s ecosystem, such as healthcare analytics, retail sales optimization, and financial data modelling, helping learners build practical skills and a strong portfolio to advance their careers in data science.

The Road Ahead for Data Science in Hyderabad

As Hyderabad continues to grow as a technology and innovation hub, data science will remain a key driver of business transformation. The trends shaping 2025 are a reflection of how organizations are adapting to technological advancements, regulatory environments, and the demand for personalized, data-driven services.

For professionals in Hyderabad, aligning skills with these trends will open opportunities across industries, from AI development and advanced analytics to data-driven strategy and process optimization. For businesses, staying updated with these trends ensures competitiveness and resilience in a rapidly changing market.

Conclusion

The data science landscape in 2025

is defined by technological advancements, democratization, and an increased focus on responsible and ethical AI practices. In Hyderabad, these trends are being actively adopted by organizations across sectors, reshaping workflows, driving innovation, and enhancing customer experiences.

By understanding and aligning with these top data science trends, professionals and organizations in Hyderabad can position themselves to harness the full potential of data, driving growth and maintaining relevance in an increasingly data-driven world.

Navigate To:

360DigiTMG — Data Analytics, Data Science Course Training Hyderabad

3rd floor, Vijaya towers, 2–56/2/19, Rd no:19, near Meridian school, Ayyappa Society, Chanda Naik Nagar, Madhapur, Hyderabad, Telangana 500081

Phone: 9989994319

Email: enquiry@360digitmg.com

[mastercrowned]

Hi guys, forgive me for this insane question:

*and therefore they are not "just computers". Perhaps you think they're more akin to magical artifacts (like the master crown for example)

**Biological = biological organism, even if it was biologically engineered instead of naturally occurring (like if you were to grow an organ from scratch (e.g, the heart of nova?). That could imply their abilities that one might consider magic (such as portals) are innate to their biology (like Elfilis's possibly are?).

I'd love to read about why you chose your option in the tags!

You can also read a little about what I think:

I was typing up some of my own headcanons about the novas and it got me really curious about what other people think... There's a lot of different options and they've been bouncing around in my brain.

For one, I hope to gather data about how people think the magic system works in kirby. For example, is magic something any creature, even a computer, can learn and perform? Or are specific races/species/artifical beings not able to perform magic with knowledge alone, due to things like their biology? Depending on what you think, the nature of the clockwork stars changes...

I'm a subscriber to the latter theory, but I think it's both possible to "unlock" the ability to perform magic - for example, being possessed by dark matter - and to "use" magic through the use of a magical tool. If the novas were simply built with a magic component installed, granting wishes isn't exactly out there.

There's also the question about *why* the novas were built by the ancients. One of my headcanons is that they're basically the ancient's "cloud" - a big computer network that holds all of the ancient's computer data, libraries of knowledge, and maybe even all their magical data. This data was so extensive it therefore allowed them the knowledge to grant wishes...

I also can't remember where I saw this, but I remember seeing a theory about how the heart of nova resembles the jamba heart and how they could've been used as Incubators to grow the various spawns of void. That's too cool...

I also have so many questions about how Haltmann built star dream. What resources did he use, how difficult were they to find, did he use any substitute materials? Why does star dream's heart look different to Galactic Nova's?

Were the scientific ancients so advanced that they could create *computers* that grant wishes? Is it simply science so advanced that it's beyond our human comprehension? Or else, did Haltmann need to use magic (whatever that would involve) in order to built Star Dream? Was there a biological component Haltmann needed to engineer or FIND in order to complete it?

Anyway, I hope to do more polls like this. I'm hopefully going to be less busy in the summer and I can talk about kirby a lot.

[seased]

vocal synth micorblogging… vocal synth newspaper…

which i will put under a readmore so as to not torment people

light novel title — How I Became An Adachi Rei Fan Without Even Noticing!?

science mag title — The Uncanny Impasse: Is It Worse For AIs To Act Human?

every time i hear a new synthv (synesthesizer v, a next-gen AI based vocaloid replacement), i completely short circuit. because synthv’s are generally quite “human” sounding, they “sound good” on a listening level, but they’re like… completely lacking character. they all sound like dime a dozen studio musicians giving competent but uninteresting performances.

and THAT is “the impasse”. a vast majority of these vocal synths, vocaloid including, had the goal of “studio musician in a box” and damn we’re here! mission accomplished! but you’ll notice that’s not the culture vocaloid generated in its 20 years start to finish. the weird voices, the weird texture and mechanical character, became part of how the tool was used. it got much of it’s success in EDM & other electronic, DJ-controlled genre spaces. have you ever heard vocaloid get “mainstream” normie musical success? i havent even seen more than 5 “daddys got ableton on his macbook” soundcloud jazz originals attempting it.

a particular gripe i have on that front is a bunch of these vocals that started on other systems (teto, gumi, miki, kyoteru) had pretty distinct and recognizable voices. yet their synthv versions somehow manage to strip out most of that character! the AI engine does what AI does… trims and scrubs to make things align with their dataset ideal; no more random weird pronunciations or hard letter hits that would distinguish a voice because everyone’s tuned to the same perfect data. also theres inherent problems with voices whose initial gimmick WAS how mechanical they sounded (teto, miki), so obviously you put them in the human machine and it’s like wow you’re not teto. you sound awesome but not teto.

to spell it out specifically, there’s a conflict in direction here. do you keep it weird and unique but perhaps a little uncanny? do you make it smoothed out and human but indistinguishable from 90% of flash in the pan starlets? it’s certainly a better capitalism device to be #2. and it’s impressive if you’re like… easily bamboozled by “wow this computer is just like human!!!!!” content.

a lot of vocaloid/vocal synth oldheads seem to gravitate towards these choppy freak voices. voices that sound bad or weird but are just full of character. utau teto, defoko, adachi rei being the latest and greatest of these types of heavy, strange experimental voices. im often an oldhead obviously. there’s something so charming about these clearly synthesized voices, discovering this strange new ground between instrument and human! it was once the sound of the future… but maybe, as AI has advanced, it’s become a sort of retrofuturist object. this was the future in 2004. but 2025’s future is 16 perfectly serviceable industry plants boxed and ready at your local target.

not sure if this is a call to action or old man yells at cloud or what… back in my day there was chipspeech, and that one got super popular with the old oldheads who wanted even more gravely and choppy vocal synths. maybe im doing that for vocaloid lol. but i do kinda think this has some scraps of the AI slop discussions… AI music is getting better at being tolerable and crowd pleasing, so here’s a niche hobbyist space (vocal synths) it’s probably gonna bulldoze. so if you LIKE vocal synths as a fandom activity, maybe consider learning about the tech, and listening a little closer to the voices, thinking about the craftsmanship that goes into them as products & instruments. think about where they’re using AI to make it worse yet make you pay more because AI is a premium product and get really mad vocaloid6 synthv blow up challenge. cough.

anyway yeah i think it was old man yell at cloud. like i didn’t even touch on the capistalism-insidious nature of your goal being to replace mid studio musicians with boxed products. god. like vocal synths have always been a bleeding edge slippery slope on the AI/automation of human artistic labor front.

[vidumali]

Why I Love Studying at Sabaragamuwa University

🌿 Hey Tumblr fam! I just wanted to take a moment to share something close to my heart — my experience at Sabaragamuwa University of Sri Lanka, a place that’s more than just classrooms and assignments. It's where I found peace, passion, and purpose. 💚

🌄 A Hidden Gem in the Hills

Imagine studying on a campus surrounded by misty hills, green forests, and natural waterfalls. Sounds dreamy, right? Well, that’s exactly what SUSL in Belihuloya feels like. The air is fresh, the environment is peaceful, and nature literally whispers encouragement while you study. 😌🍃

📌 Location: Belihuloya, Sri Lanka 🔗 Official Website of SUSL

💻 My Faculty: Computing

As a proud student of the Faculty of Computing, I can honestly say that SUSL is more than qualified when it comes to academic excellence. 💯

Our professors are not just knowledgeable—they actually care. We work on cool projects, explore real-world tech, and even get support for internships and future careers.

?

👩‍💻 Tech, Talent & Tenacity

You might be surprised, but SUSL is seriously catching up with the tech world.

Let me break it down for you—our Faculty of Computing is organized into three departments, and each one opens up different futures:

🖥️ Department of Computing and Information Systems (CIS)

A great fit if you're interested in IT infrastructure, system design, software, and business applications

You learn how tech supports and transforms businesses, governments, and society

🛠️ Department of Software Engineering (SE)

Perfect if you love to build software from the ground up

Focuses on software architecture, testing, DevOps, and full development lifecycles

📊 Department of Data Science (DS)

The department of the future! 🌐

Teaches you how to work with big data, machine learning, AI, statistics, and more

If you like solving puzzles with data, this is your world

No matter which path you choose, you’ll get:

Modern course content aligned with global tech trends

Hands-on labs and access to real tools (GitHub, Python, VS Code, cloud platforms, etc.)

Internships with leading IT companies

Final-year projects that are often built with startups or community needs in mind

Some of my seniors are now working at top companies, others are doing research abroad—that’s the kind of transformation this faculty creates. 🙌

For more information: click here

🫶 Why SUSL Feels Like Home

Here’s a little list of what I adore about life here:

Friendly community – always someone to help you out

Calm campus – no traffic noise, just birds and waterfalls

Opportunities – tons of events, workshops, clubs

Affordable – both the university and the area are budget-friendly

Balance – education + mental wellness = perfect combo

🌐 Not Just a University – A Lifestyle

Sabaragamuwa University doesn't just prepare you for a career; it shapes you as a human being. It’s not all books and exams—we grow, we laugh, we support each other.

Whether you’re into tech, social sciences, management, or agriculture, there’s a faculty that fits your vibe.

✨ Learn more about SUSL here

💬 Final Thoughts

If you're thinking about studying in Sri Lanka, or even just curious about a different kind of university experience, I highly recommend checking out Sabaragamuwa University. It changed my life in the best way.

💚 Tag a friend who needs to hear about this gem! 📥 DM me if you want tips about the application process or student life here!

[darkmaga-returns]

What EDAV does:

Connects people with data faster. It does this in a few ways. EDAV:

Hosts tools that support the analytics work of over 3,500 people.

Stores data on a common platform that is accessible to CDC's data scientists and partners.

Simplifies complex data analysis steps.

Automates repeatable tasks, such as dashboard updates, freeing up staff time and resources.

Keeps data secure. Data represent people, and the privacy of people's information is critically important to CDC. EDAV is hosted on CDC's Cloud to ensure data are shared securely and that privacy is protected.

Saves time and money. EDAV services can quickly and easily scale up to meet surges in demand for data science and engineering tools, such as during a disease outbreak. The services can also scale down quickly, saving funds when demand decreases or an outbreak ends.

Trains CDC's staff on new tools. EDAV hosts a Data Academy that offers training designed to help our workforce build their data science skills, including self-paced courses in Power BI, R, Socrata, Tableau, Databricks, Azure Data Factory, and more.

Changes how CDC works. For the first time, EDAV offers CDC's experts a common set of tools that can be used for any disease or condition. It's ready to handle "big data," can bring in entirely new sources of data like social media feeds, and enables CDC's scientists to create interactive dashboards and apply technologies like artificial intelligence for deeper analysis.