While True: Learn()

While True: Learn() is a puzzle/simulation game introducing machine learning.

While True: Learn() - Steam Page

It shown a big picture of machine learning.

I think this game is not teaching you machine learning but instead it is trying to make you interested in machine learning by giving you random Machine Learning knowledge.

The game used visual programming, and simplified all the machine learning steps into each black-boxes.

Resources From the Game

The game has provided many resources about machine learning.

I just gathered them together in case I need them in the future.

Data Cleaning

Article: The Ultimate Guide to Data Cleaning

Decision Tree

Article: Tree Based Algorithms: A Complete Tutorial from Scratch (in R & Python)

Video: Decision Tree (CART) - Machine Learning Fun and Easy

SIFT

Article: Introduction to SIFT (Scale-Invariant Feature Transform)

Video: What is SIFT

Perception

Article: What is Perception

Video: But How Does The Perceptron Actually Work?

Load Balancing

Article: Load balancing

Genetic Algorithm

Article: Introduction to Genetic Algorithm & their application in data science

Video: How algorithms evolve (Genetic Algorithms)

Gradient Descent

Article: An overview of gradient descent optimization algorithms

Video: Mathematics of Gradient Descent - Intelligence and Learning

Recurrent neural network

Article: Recurrent neural network (RNN)

Video: Recurrent Neural Networks LSTMs and Vanishing & Exploding Gradients - Fun and Easy Machine Learning

ARMA

Article: Autoregressive–moving-average model

Video: ARMA(1,1) processes - introduction and examples

Random DeepNews From the Game

Ending (Spoiler alert)