/simple-ai

A compilation of free resources for learning AI.

Simple AI

A compilation of free resources for learning AI.

Learning AI

Teach Yourself Programming in 10 Years

Hacker Rank

Kaggle

Intro to AI

Machine Learning

Introduction to Machine Learning for Coders

Python Data Science Handbook

Mastering Numerical Computing with Numpy

R Caret Tutorial

Weka

Weka datasets

Decision Trees

Entropy and Information Gain

Naive Bayes

Naive Bayes Classifier

kNN

kNN Algorithm

Deep Learning

Fast.ai

MIT Deep Learning

Dive into Deep Learning

Deep Learning Book

CS231n Convolutional Neural Nets

Automated Planning & Scheduling

STRIPS Fiddle

PDDL Editor

Metaheuristics

Funcion objetivo y restricciones (Spanish)

Distributed Evolutionary Algorithms in Python

Simulated Annealing

Simulated Annealing Algorithm

GRASP

Evolutionary Computation Bestiary

Differential Evolution

Collective Intelligence

Particle Swarm Optimization Implementation

Ant Colony Optimization TSP

Reinforcement Learning

Supervised Learning vs Reinforcement Learning

Intro to Reinforcement Learning

Intro to Reinforcement Learning (MIT)

Pong from Pixels

Deep Reinforcement Learning

Grid World

Q-Learning in Python

RL with Q Tables

Reinforcement Learning Algorithms

Heuristic Search

A* Algorithm

Knowledge Representation & Automated Reasoning

Fuzzy Logic (Spanish)

Fuzzy Arithmetic

Scikit-fuzzy

Elivra

Answer Set Programming

NuSMV Examples

Constraint-based Reasoning

Algorithms for CSPs

Constraint Satisfaction

CSP in Python

Branch-and-Bound in Python

Backtracking

MiniZinc

Global Constraint Catalog

pymzn

DPLL

SAT

DPLL SAT Solver

PySchedule