How to AI

What this is about:

This repo consists of various resources ranging from video lectures, books, blogs, notes to get started with Artificial Intelligence, Machine Learning, and Deep Learning. Feel free to fork the repo and contribute.

Hands On Courses:

1. Machine Learning (Andrew Ng)
2. Python for Machine Learning
3. Deep Learning (Udacity)
4. NLP using Natural Language ToolKit

Fundamentals Lectures:

1. Artificial Intelligence (MIT)
2. Convolutional Neural Networks
3. CNN Video Lectures
4. Introduction to Machine Learning
5. Introduction to Artificial Intelligence
6. NLP With Deep Learning

Python Tutorials (Relevant to Machine Learning)

1. NumPy Basics
2. Data Analysis with Python (Pandas)

Blogs:

1. Awesome RNN and CNN - Visualization and Intuition

Math Resources:

1. ML Math Essential : Part 1
2. ML Math Essential : Part 2

Books:

1. Deep Learning by Goodfellow
2. Neural Network and Deep Learning - Fundamentals and Motivation

AI Rockstars:

1. Andrej Karpathy
2. Geoffrey Hinton