MATERIALS.md

Materials on Deep Learning

• Deep Learning Book is a comprehensive material for the field.
• CS231n is a great course to get started on DL for vision.
• Dive into Deep Learning is an interactive open source book with code, math, and discussions.
• Introduction to Deep Learning is MIT's course for beginners to develop basic undestanding of DL.
• Deep Learning School

Lecture 1

• Neural network playground
• Backpropagation is a lecture from DLSyscourse
• Automatic Differentiation is a lecture from DLSyscourse

Lecture 2

• Notes on Russian are very good notes on Russian
• Numpy acceleration

Interviews

• Leetcode for ML/DL
• Basic ML
• Blogs
• Math of Deep Learning

Master/PhD

• Master's application guide

System Design

• Interview guide
• Examples of companies