#3. Data Science

[scopethings-blog]

Scope Computers

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[lilgaymac]

what I see when I look down at my petri dish <3

[asgardian--angels]

mage viktor discourse again on twitter and all i can say in my little corner over here once again is, I don't know why the entire fandom takes it as canon that mage Viktor failed to save every world he manipulated.

Canon does not provide evidence of this. This is fanon speculation. It's a fine headcanon to have, but everyone talks about it like it's canon when it isn't. Canon is ambiguous about the outcome of the timelines mage Viktor altered. The little nods we are given point, in my opinion, towards the opposite conclusion, that he successfully averted destruction.

I've written meta on this before but in summary:

1) 'In all timelines, in all possibilities' is worded precisely, it's not 'out of all timelines'; the implication is that every time, Jayce brings Viktor back from the brink, not just in our timeline. 'Only you' doesn't refer to our timeline's Jayce, it refers to all Jayces. Jayce always brings him home. If Viktor continuously put the fate of each timeline in Jayce's hands and Jayce failed over and over, I don't think he'd say those words. And the way he says them matters. His words are tinged with wonder, not sorrow. As if over and over again, he is shown that Jayce saves him, and it continues to amaze him. He doesn't sound defeated, like this is the next in a long line of Jayces he's sending off to die. The feeling is that Viktor's faith in Jayce has not been misplaced.

2) If mage Viktor doomed every timeline, there would be hundreds (or more) mage Viktors. All running around manipulating timelines. I highly doubt the writers wanted to get into that kind of sticky situation. The tragedy of mage Viktor is that he is singular. Alone. Burdened with the responsibility of the multiverse. The emotional gut punch of his fate is ruined if other timelines led to the same outcome, and from a practical standpoint, having multiple reality-bending omniscient mages would rip apart the fabric of the arcane.

There are other points, such as there being only one corrupted Mercury Hammer and our Jayce is the only one to receive it, and the fact that if mage Viktor is as omniscient as he is implied to be, he could easily step back into other timelines and correct course, because it's highly unlikely he could sit still and watch things go down in flames. But these things can be argued elsewhere.

While I love conversations about mage Viktor's motives and selfishness vs altruism, the writers & artbook have expressed that Jayce and Viktor care greatly about Runeterra and want to fix their mistakes to save it, and that their reconciliation is symbolic of Piltover and Zaun coming together as well. Yes, they make disastrous decisions towards each other, making choices for the other or without the other, which has negative consequences for their relationship and for Runeterra - but I think fandom pushes their selfishness even past what's canon sometimes, as if their entire goal hadn't always been to selflessly help the world around them. Their final reconciliation is about bridging the gap that grew between them - the pain and grief and secrets, betraying themselves and each other - to mutually choose each other openly and honestly. Part of the beauty of their story, as expressed by the creators, is that in their final moments, they chose each other and took responsibility for their actions by sacrificing themselves to end what they started, together - and that choosing each other saved the world. TPTB have stated this - that Jayce and Viktor are the glue holding civilization together, and when they come back to each other, they can restore balance. It's when they're apart, when they hurt each other and miscommunicate, when they abandon their commitment to each other and their dream, that the greater world suffers. Their strife is mirrored in the story-world at large.

Mage Viktor is framed as a solitary penitent figure, damned to an eternity of atoning for his mistakes. He paid the ultimate price and now is forced to live his personal nightmare of exactly what he was trying to avoid for himself with the glorious evolution. The narrative clues we're given point more in the direction that he saves timelines rather than dooms them. If Viktor's actions kept killing Jayce, the very boy he couldn't bear to not save each time, it would undermine these narrative choices. Yes, Viktor couldn't stand to live in a world where he never meets Jayce, so he ensures it keeps happening. But in that same breath, he couldn't bear to see a world where his actions continue to destroy Jayce and destroy Runeterra. His entire arc in s2 is born of his selfless desire to help humanity, help individual people. He would not lightly destroy entire worlds. That's his original grief multiplied a thousandfold, and narratively it would lessen the impact of the one, true loss he did suffer, his own Jayce. It wouldn't make sense for him to be alright with damning other timelines to suffer the same catastrophic tragedy that created him. I mean, maybe I'm delusional here, but is that not the entire point? Because that's what I took away when I watched the show.

As I said, I love discussions about mage Viktor, as there's a lot to play with. All I wish is that the fandom at large would not just assume or accept the Mage Viktor Dooms Every Timeline idea as canon, when there is nothing in the actual canon that confirms this. Maybe people need to just, go back and rewatch the actual episode, to recall how mage Viktor is presented to us, and what it's implied we're supposed to take away from his scenes, and separate that from the layers of headcanon the fandom has constructed.

[opens-up-4-nobody]

...

[lilacandladybugs]

I'm in need of advice, reddit hasn't been helpful and I'm desperate so I've come to you Tumblr please help me

I'm currently a data scientist for a very small start up company, but I have my background in political science and so I'm concerned that I might be dead in the water if/when the company goes under and I need to find another job. I've consulted with some recruiters and they agree that if I want to go into data science I should get my master's (EDIT: they said I probably should get my degree in Statistics because the program is more widely known so I have a better chance of not getting turned away by HR who will have less knowledge about what a data science master's even is). I think because of my personality, data science is a really good job for me, so I'm planning on going for it.

Here's the issue: I don't want to go to school and end up learning exclusively theory. I've been teaching myself a ton by reading textbooks and I've noticed that while there's a lot of depth in the math/calculus/linear algebra behind how the functions work and what the parameters are, there seems to be very little information on how to actually apply that information in the real world.

Obviously the math is important and very exciting :D but if all I do is learn the math and I don't learn how to apply the knowledge I have to non-ideal data sets and situations then I'm not really learning the information I need to know.

Are there any graduate programs that are well known for really preparing people for data science roles in the workforce instead of just focusing on the academic side of statistics?

[bunnyboy-juice]

WAWAWAWAWAWAWAWA

[aeolianblues]

I'm not an extrovert. At all. In everyday life, I'm a yapper, sure, but I need someone to first assure me I am okay to yap, so I don't start conversations, even when I really want to join in sometimes! It's just the social anxiety acting up. God knows where from and why I lose a lot of my inhibitions when it comes to talking to people about music. I don't know where the confidence has suddenly sprung from. I've made a crazy amount of friends in musical circles, either just talking to people about common music or (since it is after all in music circles) talking to bands about their own music. I let out a sigh of relief any time an interaction goes well, because in truth it's going against my every instinct. I wish I could do that in everyday life

[danishphoner]

i’ve been cleaning data and training models for too long now. where’s the old man gay porn

[consumeroflemoans]

https://www.instagram.com/p/DJhiG8QujhB/?utm_source=ig_web_copy_link

Yeahhhh I love humanity

[wolvesofinnistrad]

One day someone finds a piece of paper pinned to the New Avengers bulletin board they keep up and it just says

"Super Soldiers ranked by how good they fuck"

1.Steve Rogers

2.Alexei Shostakov

10. John Walker

*honorable mention: Sam Wilson*

[education43]

What Are the Qualifications for a Data Scientist?

In today's data-driven world, the role of a data scientist has become one of the most coveted career paths. With businesses relying on data for decision-making, understanding customer behavior, and improving products, the demand for skilled professionals who can analyze, interpret, and extract value from data is at an all-time high. If you're wondering what qualifications are needed to become a successful data scientist, how DataCouncil can help you get there, and why a data science course in Pune is a great option, this blog has the answers.

The Key Qualifications for a Data Scientist

To succeed as a data scientist, a mix of technical skills, education, and hands-on experience is essential. Here are the core qualifications required:

1. Educational Background

A strong foundation in mathematics, statistics, or computer science is typically expected. Most data scientists hold at least a bachelor’s degree in one of these fields, with many pursuing higher education such as a master's or a Ph.D. A data science course in Pune with DataCouncil can bridge this gap, offering the academic and practical knowledge required for a strong start in the industry.

2. Proficiency in Programming Languages

Programming is at the heart of data science. You need to be comfortable with languages like Python, R, and SQL, which are widely used for data analysis, machine learning, and database management. A comprehensive data science course in Pune will teach these programming skills from scratch, ensuring you become proficient in coding for data science tasks.

3. Understanding of Machine Learning

Data scientists must have a solid grasp of machine learning techniques and algorithms such as regression, clustering, and decision trees. By enrolling in a DataCouncil course, you'll learn how to implement machine learning models to analyze data and make predictions, an essential qualification for landing a data science job.

4. Data Wrangling Skills

Raw data is often messy and unstructured, and a good data scientist needs to be adept at cleaning and processing data before it can be analyzed. DataCouncil's data science course in Pune includes practical training in tools like Pandas and Numpy for effective data wrangling, helping you develop a strong skill set in this critical area.

5. Statistical Knowledge

Statistical analysis forms the backbone of data science. Knowledge of probability, hypothesis testing, and statistical modeling allows data scientists to draw meaningful insights from data. A structured data science course in Pune offers the theoretical and practical aspects of statistics required to excel.

6. Communication and Data Visualization Skills

Being able to explain your findings in a clear and concise manner is crucial. Data scientists often need to communicate with non-technical stakeholders, making tools like Tableau, Power BI, and Matplotlib essential for creating insightful visualizations. DataCouncil’s data science course in Pune includes modules on data visualization, which can help you present data in a way that’s easy to understand.

7. Domain Knowledge

Apart from technical skills, understanding the industry you work in is a major asset. Whether it’s healthcare, finance, or e-commerce, knowing how data applies within your industry will set you apart from the competition. DataCouncil's data science course in Pune is designed to offer case studies from multiple industries, helping students gain domain-specific insights.

Why Choose DataCouncil for a Data Science Course in Pune?

If you're looking to build a successful career as a data scientist, enrolling in a data science course in Pune with DataCouncil can be your first step toward reaching your goals. Here’s why DataCouncil is the ideal choice:

Comprehensive Curriculum: The course covers everything from the basics of data science to advanced machine learning techniques.

Hands-On Projects: You'll work on real-world projects that mimic the challenges faced by data scientists in various industries.

Experienced Faculty: Learn from industry professionals who have years of experience in data science and analytics.

100% Placement Support: DataCouncil provides job assistance to help you land a data science job in Pune or anywhere else, making it a great investment in your future.

Flexible Learning Options: With both weekday and weekend batches, DataCouncil ensures that you can learn at your own pace without compromising your current commitments.

Conclusion

Becoming a data scientist requires a combination of technical expertise, analytical skills, and industry knowledge. By enrolling in a data science course in Pune with DataCouncil, you can gain all the qualifications you need to thrive in this exciting field. Whether you're a fresher looking to start your career or a professional wanting to upskill, this course will equip you with the knowledge, skills, and practical experience to succeed as a data scientist.

Explore DataCouncil’s offerings today and take the first step toward unlocking a rewarding career in data science! Looking for the best data science course in Pune? DataCouncil offers comprehensive data science classes in Pune, designed to equip you with the skills to excel in this booming field. Our data science course in Pune covers everything from data analysis to machine learning, with competitive data science course fees in Pune. We provide job-oriented programs, making us the best institute for data science in Pune with placement support. Explore online data science training in Pune and take your career to new heights!

[brdies-beasties]

Just a silly reminder that citizen science is SO EASY!! I strongly believe that everyone ever should have iNaturalist, even if you don't use it that often. Genuinely i think that people overestimate the amount of information or commitment they have to already have to be able to contribute, so here's a quick walkthrough of what you need to make an iNaturalist entry:

-have you seen (or heard) EVIDENCE of an organism? (the organism, the sound it makes, a feather/fur, scat, prints, or any other evidence that something has Been There)

-do you know where you are? (this can be as broad as a continent or as specific as a street address)

That's literally it. You don't have to know what species you've seen (although any ideas you have will be helpful! you can log something as a broader family, or even as just generally 'bird' or 'fungus'). You don't have to have pictures or recordings of it. You don't have to know almost anything. You can just put what you do have out there and people will add to it with what they know!!

Also, having an entry on iN bumped up to research grade is maybe one of the most affirming things a person could ever experience.

[memento-mariii]

As much as I enjoy unethical (pseudo)science in fiction, in real life killing them with my mind is not enough I need to strangle these people with my own two hands.

Your methodology is bad and you should feel bad.

[jcmarchi]

Interactive mouthpiece opens new opportunities for health data, assistive technology, and hands-free interactions

New Post has been published on https://thedigitalinsider.com/interactive-mouthpiece-opens-new-opportunities-for-health-data-assistive-technology-and-hands-free-interactions/

Interactive mouthpiece opens new opportunities for health data, assistive technology, and hands-free interactions

When you think about hands-free devices, you might picture Alexa and other voice-activated in-home assistants, Bluetooth earpieces, or asking Siri to make a phone call in your car. You might not imagine using your mouth to communicate with other devices like a computer or a phone remotely. 

Thinking outside the box, MIT Computer Science and Artificial Intelligence Laboratory (CSAIL) and Aarhus University researchers have now engineered “MouthIO,” a dental brace that can be fabricated with sensors and feedback components to capture in-mouth interactions and data. This interactive wearable could eventually assist dentists and other doctors with collecting health data and help motor-impaired individuals interact with a phone, computer, or fitness tracker using their mouths.

Resembling an electronic retainer, MouthIO is a see-through brace that fits the specifications of your upper or lower set of teeth from a scan. The researchers created a plugin for the modeling software Blender to help users tailor the device to fit a dental scan, where you can then 3D print your design in dental resin. This computer-aided design tool allows users to digitally customize a panel (called PCB housing) on the side to integrate electronic components like batteries, sensors (including detectors for temperature and acceleration, as well as tongue-touch sensors), and actuators (like vibration motors and LEDs for feedback). You can also place small electronics outside of the PCB housing on individual teeth.

Play video

MouthIO: Fabricating Customizable Oral User Interfaces with Integrated Sensing and Actuation Video: MIT CSAIL

The active mouth

“The mouth is a really interesting place for an interactive wearable and can open up many opportunities, but has remained largely unexplored due to its complexity,” says senior author Michael Wessely, a former CSAIL postdoc and senior author on a paper about MouthIO who is now an assistant professor at Aarhus University. “This compact, humid environment has elaborate geometries, making it hard to build a wearable interface to place inside. With MouthIO, though, we’ve developed a new kind of device that’s comfortable, safe, and almost invisible to others. Dentists and other doctors are eager about MouthIO for its potential to provide new health insights, tracking things like teeth grinding and potentially bacteria in your saliva.”

The excitement for MouthIO’s potential in health monitoring stems from initial experiments. The team found that their device could track bruxism (the habit of grinding teeth) by embedding an accelerometer within the brace to track jaw movements. When attached to the lower set of teeth, MouthIO detected when users grind and bite, with the data charted to show how often users did each.

Wessely and his colleagues’ customizable brace could one day help users with motor impairments, too. The team connected small touchpads to MouthIO, helping detect when a user’s tongue taps their teeth. These interactions could be sent via Bluetooth to scroll across a webpage, for example, allowing the tongue to act as a “third hand” to open up a new avenue for hands-free interaction.

“MouthIO is a great example how miniature electronics now allow us to integrate sensing into a broad range of everyday interactions,” says study co-author Stefanie Mueller, the TIBCO Career Development Associate Professor in the MIT departments of Electrical Engineering and Computer Science and Mechanical Engineering and leader of the HCI Engineering Group at CSAIL. “I’m especially excited about the potential to help improve accessibility and track potential health issues among users.”

Molding and making MouthIO

To get a 3D model of your teeth, you can first create a physical impression and fill it with plaster. You can then scan your mold with a mobile app like Polycam and upload that to Blender. Using the researchers’ plugin within this program, you can clean up your dental scan to outline a precise brace design. Finally, you 3D print your digital creation in clear dental resin, where the electronic components can then be soldered on. Users can create a standard brace that covers their teeth, or opt for an “open-bite” design within their Blender plugin. The latter fits more like open-finger gloves, exposing the tips of your teeth, which helps users avoid lisping and talk naturally.

This “do it yourself” method costs roughly $15 to produce and takes two hours to be 3D-printed. MouthIO can also be fabricated with a more expensive, professional-level teeth scanner similar to what dentists and orthodontists use, which is faster and less labor-intensive.

Compared to its closed counterpart, which fully covers your teeth, the researchers view the open-bite design as a more comfortable option. The team preferred to use it for beverage monitoring experiments, where they fabricated a brace capable of alerting users when a drink was too hot. This iteration of MouthIO had a temperature sensor and a monitor embedded within the PCB housing that vibrated when a drink exceeded 65 degrees Celsius (or 149 degrees Fahrenheit). This could help individuals with mouth numbness better understand what they’re consuming.

In a user study, participants also preferred the open-bite version of MouthIO. “We found that our device could be suitable for everyday use in the future,” says study lead author and Aarhus University PhD student Yijing Jiang. “Since the tongue can touch the front teeth in our open-bite design, users don’t have a lisp. This made users feel more comfortable wearing the device during extended periods with breaks, similar to how people use retainers.”

The team’s initial findings indicate that MouthIO is a cost-effective, accessible, and customizable interface, and the team is working on a more long-term study to evaluate its viability further. They’re looking to improve its design, including experimenting with more flexible materials, and placing it in other parts of the mouth, like the cheek and the palate. Among these ideas, the researchers have already prototyped two new designs for MouthIO: a single-sided brace for even higher comfort when wearing MouthIO while also being fully invisible to others, and another fully capable of wireless charging and communication.

Jiang, Mueller, and Wessely’s co-authors include PhD student Julia Kleinau, master’s student Till Max Eckroth, and associate professor Eve Hoggan, all of Aarhus University. Their work was supported by a Novo Nordisk Foundation grant and was presented at ACM’s Symposium on User Interface Software and Technology.

[bunnyboy-juice]

whining, ive been at work late everyday this week and today is no exception.