All educational materials from Learning Factory
Carefully handpicked articles and videos about machine learning from the game
If you are looking for
Learning Factory is a factory automation game about machine learning and cats. We want the game to be a gentle first step into machine learning and the fields of its application like while True: learn() was.
That’s why we carefully handpicked articles and videos about machine learning and put them into the game and this very web page. All future updates will be reflected here as well.
Previous Compilation
Compilation of educational materials from while True: learn() is here.
Main Educational Screen
For the most casual start please check out this YouTube playlist with educational videos about Python, Keras, and Machine Learning.
It’s simple but super interesting to deep dive into Wiki starting from the main page about Machine Learning https://en.wikipedia.org/wiki/Machine_learning
A new pack of courses from a pioneer of teaching Machine Learning on Coursera Andrew Ng. And his old but good the first one.
Learn to program with a language used by ML professionals around the world:
View a simple machine learning overview course from the professionals at Google https://developers.google.com/machine-learning/crash-course/.
Take educational courses and learn a lot of new things https://www.coursera.org/specializations/machine-learning
*Advanced* Develop your skills and take part in competitions in machine learning. They even pay money for winning in some of them! https://www.kaggle.com/competitions?sortBy=grouped&group=general&page=1&pageSize=20&category=gettingStarted
*Super Advanced* Read others and write your own scientific paper. Move humanity forward https://arxiv.org/
In-Game Wiki
Manipulator
https://ai.googleblog.com/2020/03/visual-transfer-learning-for-robotic.html
https://openai.com/blog/solving-rubiks-cube/
https://gym.openai.com/envs/#mujoco
Cat Splitter
https://vas3k.com/blog/machine_learning/#scroll160;https://en.wikipedia.org/wiki/Convolutional_neural_network
https://en.wikipedia.org/wiki/AlexNet
Cat Shop
https://vas3k.com/blog/machine_learning/#scroll20
Data Storage
https://en.wikipedia.org/wiki/Data_cleansing
Polynomial Regression
https://vas3k.com/blog/machine_learning/#scroll80
https://en.wikipedia.org/wiki/Polynomial_regression
https://www.coursera.org/lecture/ml-regression/polynomial-regression-hMhl1
https://www.coursera.org/lecture/machine-learning/features-and-polynomial-regression-Rqgfz
Linear Regression
https://vas3k.com/blog/machine_learning/#scroll80
https://en.wikipedia.org/wiki/Linear_regression
https://www.coursera.org/lecture/intro-to-deep-learning/linear-regression-9lpTn