#datasets for projects

[analyticspursuit]

The 5 Free Dataset Sources for Data Analytics Projects

In this video, I'm sharing the five free dataset sources that are perfect for data analytics projects. By using these free datasets, you'll be able to create powerful data analytics projects in no time! Dataset sources are essential for data analytics projects, and these five free dataset sources will help you get started quickly.

By using these sources, you'll be able to collect data from a variety of sources and crunch the numbers with ease. So be sure to check out this video to learn about the five free dataset sources for data analytics projects!

[d0nutzgg]

Tonight I am hunting down venomous and nonvenomous snake pictures that are under the creative commons of specific breeds in order to create one of the most advanced, in depth datasets of different venomous and nonvenomous snakes as well as a test set that will include snakes from both sides of all species. I love snakes a lot and really, all reptiles. It is definitely tedious work, as I have to make sure each picture is cleared before I can use it (ethically), but I am making a lot of progress! I have species such as the King Cobra, Inland Taipan, and Eyelash Pit Viper among just a few! Wikimedia Commons has been a huge help!

I'm super excited.

Hope your nights are going good. I am still not feeling good but jamming + virtual snake hunting is keeping me busy!

[sureuncertainty]

the way my term project is making me write an outline that includes my "approach/plan" for the project like what kinda question is that lol my plan is to follow the detailed instructions that are provided for the project? this project is very clearly and structurally defined already i may as well just copy/paste the instructions

[artificialllovers]

This capstone project is going to be the death of me

[communistkenobi]

most unrealistic thing in the show so far is the yennefer lady officer asking for datasets on missing imperial equipment from every occupied star system. you cannot have a decentralised administrative state while having standardised datasets that shit is gonna be impossible to read as a single cohesive document

[lady-harrowhark]

after nearly three years... over two hundred cases... unknown dozens of meetings... more than a thousand videos... and one last short-notice late-night data entry triage session...

i have just submitted the final dataset for my parent-child relationship video coding project for analysis

i feel like i need to smash a gameshow buzzer or something

[draconicace]

sometimes i think about this alternate world where ai art is built off consenting artists and public domain works and considered a collaborative art project

like i think a lot of artists would have been okay with some of their art being used in such a way if they were given credit and a small cut of the profits

alas. that is not the world we live in

[oatbugs]

"i'll hold off on introducing you to anyone important just yet" i will literally murder u

[ahyesthesufferingoftvteens]

Screwing around with Real-Time-Voice-Cloner so I can make The Hollow Kids say Stupid Shit. 1/??? (Also Surprise Voice Reveal)

Gonna train the synthesizer a bit more and then see if I can mess with the vocoder at all. If enough people ask for it I'll make a tutorial on how to get this program working so you can mess around with it yourself.

Anyways feel free to ask questions, provide thoughts, give advice if you know about training/this tech kind of stuff (I don't really know what I'm doing. I got a 30% in algebra 3 in highschool). Request lines for TTS Skeet to say. Vote for which character I try to do next after Skeet, all that jazz.

[astyrra]

the feeling of being autistic and making a list of cool things and then looking at your list :)

[dberga]

Publication in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

https://ieeexplore.ieee.org/document/10356628

A New Framework for Evaluating Image Quality Including Deep Learning Task Performances as A Proxy

iquaflow is a framework that provides a set of tools to assess image quality. The user can add custom metrics that can be easily integrated and a set of unsupervised methods is offered by default. Furthermore, iquaflow measures quality by using the performance of AI models trained on the images as a proxy. This also helps to easily make studies of performance degradation of several modifications of the original dataset, for instance, with images reconstructed after different levels of lossy compression; satellite images would be a use case example, since they are commonly compressed before downloading to the ground. In this situation, the optimization problem involves finding images that, while being compressed to their smallest possible file size, still maintain sufficient quality to meet the required performance of the deep learning algorithms. Thus, a study with iquaflow is suitable for such case. All this development is wrapped in Mlflow : an interactive tool used to visualize and summarize the results. This document describes different use cases and provides links to their respective repositories. To ease the creation of new studies, we include a cookiecutter repository. The source code, issue tracker and aforementioned repositories are all hosted on GitHub.

https://github.com/satellogic/iquaflow

[river-taxbird]

There is no such thing as AI.

How to help the non technical and less online people in your life navigate the latest techbro grift.

I've seen other people say stuff to this effect but it's worth reiterating. Today in class, my professor was talking about a news article where a celebrity's likeness was used in an ai image without their permission. Then she mentioned a guest lecture about how AI is going to help finance professionals. Then I pointed out, those two things aren't really related.

The term AI is being used to obfuscate details about multiple semi-related technologies.

Traditionally in sci-fi, AI means artificial general intelligence like Data from star trek, or the terminator. This, I shouldn't need to say, doesn't exist. Techbros use the term AI to trick investors into funding their projects. It's largely a grift.

What is the term AI being used to obfuscate?

If you want to help the less online and less tech literate people in your life navigate the hype around AI, the best way to do it is to encourage them to change their language around AI topics.

By calling these technologies what they really are, and encouraging the people around us to know the real names, we can help lift the veil, kill the hype, and keep people safe from scams. Here are some starting points, which I am just pulling from Wikipedia. I'd highly encourage you to do your own research.

Machine learning (ML): is an umbrella term for solving problems for which development of algorithms by human programmers would be cost-prohibitive, and instead the problems are solved by helping machines "discover" their "own" algorithms, without needing to be explicitly told what to do by any human-developed algorithms. (This is the basis of most technologically people call AI)

Language model: (LM or LLM) is a probabilistic model of a natural language that can generate probabilities of a series of words, based on text corpora in one or multiple languages it was trained on. (This would be your ChatGPT.)

Generative adversarial network (GAN): is a class of machine learning framework and a prominent framework for approaching generative AI. In a GAN, two neural networks contest with each other in the form of a zero-sum game, where one agent's gain is another agent's loss. (This is the source of some AI images and deepfakes.)

Diffusion Models: Models that generate the probability distribution of a given dataset. In image generation, a neural network is trained to denoise images with added gaussian noise by learning to remove the noise. After the training is complete, it can then be used for image generation by starting with a random noise image and denoise that. (This is the more common technology behind AI images, including Dall-E and Stable Diffusion. I added this one to the post after as it was brought to my attention it is now more common than GANs.)

I know these terms are more technical, but they are also more accurate, and they can easily be explained in a way non-technical people can understand. The grifters are using language to give this technology its power, so we can use language to take it's power away and let people see it for what it really is.

[sad--tree]

what do u do when u tell ur parent in no uncertain terms Thank You For The Offer But I Do Not Want A Tutor For This Course It Will Not Help And I Am Deeply Uncomfortable With It Do Not Get Me One

and then they go and book u with an online tutor. without asking. what the fuck.

[insertdisc5]

📚 A List Of Useful Websites When Making An RPG 📚

My timeloop RPG In Stars and Time is done! Which means I can clear all my ISAT gamedev related bookmarks. But I figured I would show them here, in case they can be useful to someone. These range from "useful to write a story/characters/world" to "these are SUPER rpgmaker focused and will help with the terrible math that comes with making a game".

This is what I used to make my RPG game, but it could be useful for writers, game devs of all genres, DMs, artists, what have you. YIPPEE

Writing (Names)

Behind The Name - Why don't you have this bookmarked already. Search for names and their meanings from all over the world!

Medieval Names Archive - Medieval names. Useful. For ME

City and Town Name Generator - Create "fake" names for cities, generated from datasets from any country you desire! I used those for the couple city names in ISAT. I say "fake" in quotes because some of them do end up being actual city names, especially for french generated ones. Don't forget to double check you're not 1. just taking a real city name or 2. using a word that's like, Very Bad, especially if you don't know the country you're taking inspiration from! Don't want to end up with Poopaville, USA

Writing (Words)

Onym - A website full of websites that are full of words. And by that I mean dictionaries, thesauruses, translators, glossaries, ways to mix up words, and way more. HIGHLY recommend checking this website out!!!

Moby Thesaurus - My thesaurus of choice!

Rhyme Zone - Find words that rhyme with others. Perfect for poets, lyricists, punmasters.

In Different Languages - Search for a word, have it translated in MANY different languages in one page.

ASSETS

In general, I will say: just look up what you want on itch.io. There are SO MANY assets for you to buy on itch.io. You want a font? You want a background? You want a sound effect? You want a plugin? A pixel base? An attack animation? A cool UI?!?!?! JUST GO ON ITCH.IO!!!!!!

Visual Assets (General)

Creative Market - Shop for all kinds of assets, from fonts to mockups to templates to brushes to WHATEVER YOU WANT

Velvetyne - Cool and weird fonts

Chevy Ray's Pixel Fonts - They're good fonts.

Contrast Checker - Stop making your text white when your background is lime green no one can read that shit babe!!!!!!

Visual Assets (Game Focused)

Interface In Game - Screenshots of UI (User Interfaces) from SO MANY GAMES. Shows you everything and you can just look at what every single menu in a game looks like. You can also sort them by game genre! GREAT reference!

Game UI Database - Same as above!

Sound Assets

Zapsplat, Freesound - There are many sound effect websites out there but those are the ones I saved. Royalty free!

Shapeforms - Paid packs for music and sounds and stuff.

Other

CloudConvert - Convert files into other files. MAKE THAT .AVI A .MOV

EZGifs - Make those gifs bigger. Smaller. Optimize them. Take a video and make it a gif. The Sky Is The Limit

Marketing

Press Kitty - Did not end up needing this- this will help with creating a press kit! Useful for ANY indie dev. Yes, even if you're making a tiny game, you should have a press kit. You never know!!!

presskit() - Same as above, but a different one.

Itch.io Page Image Guide and Templates - Make your project pages on itch.io look nice.

MOOMANiBE's IGF post - If you're making indie games, you might wanna try and submit your game to the Independent Game Festival at some point. Here are some tips on how, and why you should.

Game Design (General)

An insightful thread where game developers discuss hidden mechanics designed to make games feel more interesting - Title says it all. Check those comments too.

Game Design (RPGs)

Yanfly "Let's Make a Game" Comics - INCREDIBLY useful tips on how to make RPGs, going from dungeons to towns to enemy stats!!!!

Attack Patterns - A nice post on enemy attack patterns, and what attacks you should give your enemies to make them challenging (but not TOO challenging!) A very good starting point.

How To Balance An RPG - Twitter thread on how to balance player stats VS enemy stats.

Nobody Cares About It But It’s The Only Thing That Matters: Pacing And Level Design In JRPGs - a Good Post.

Game Design (Visual Novels)

Feniks Renpy Tutorials - They're good tutorials.

I played over 100 visual novels in one month and here’s my advice to devs. - General VN advice. Also highly recommend this whole blog for help on marketing your games.

I hope that was useful! If it was. Maybe. You'd like to buy me a coffee. Or maybe you could check out my comics and games. Or just my new critically acclaimed game In Stars and Time. If you want. Ok bye

[misskamelie]

Why is there not a complete and accurate database of deaths per year around the world from before 1950 :(((

[cogitotech]

The outsourced labeling of data is popular with machine learning projects, but not every data labeling partner is suitable for successfully completing a machine learning project. Check out these five key characteristics when searching for a data annotation & labeling partner.