High Quality Technical Resources

Machine Learning

Methods

• PCA

Blogs

• Christopher Olah
• Offconvex
• Distill
• DeepMind
• Andrej Karpathy
• R2RT
• WildML

Theory

• A Tour Through a CNN

Practice

• Network Dissection
• Tensorflow Playground

Courses

• CS 224d: Deep Learning for Natural Language Processing
• CS 294-112 at UC Berkeley: Deep Reinforcement Learning
• CS 229: Machine Learning
• CS 229a: Applied Machine Learning
• CS 229t: Statistical Learning Theory
• CS 230: Deep Learning

Mathematics

• On Means

Software Systems

Blogs

• Distributed systems theory for the distributed systems engineer
• The Google Technology Stack

Courses

• EPFL CS 438: Decentralized Systems Engineering
• MIT Course 6.824: Distributed Systems
• Yale CS 426: Building Distributed/Decentralized Systems

Labs

• EPFL DEDIS
• UIUC Decentralized Systems Lab