Useful Links

• Some math stuffs

  • Linear algebra from Khan Academy

  • Calculus from Khan Academy

• Python materials

  • Dive into Python

  • Python and Numpy tutorial by Justin Johnson

  • Numpy for Matlab users

  • Springboard Machine Learning Course in Python

• Lua/Torch7 materials

  • Machine learning tutorials for Torch7

  • Torch Opencv demo

• Tools

  • Arxiv-sanity

  • Caffe Zoo and wiki

  • Caffe layer catalog

  • Netscope: neural network architecture visualization (Use editor directly)

  • Openface

  • Caffe prototxt generator

• Datasets

  • DataHub

  • Kaggle competition

  • MS COCO

  • Hillary Clinton's emails

  • Scott Pruitt's emails

  • FreeBase

• People

  • Leon Bottou

  • Ilya Sutskever

  • Ross Girshick: One of the inventor of deformable part model and the author of Fast R-CNN

• “Blogs”

  • Google research blog

  • OpenAI

  • Sebastian Ruder's blog

  • Andrej Karpathy's blog

  • Distill

  • the morning paper

  • [ICML2016] Ask a Workshop Anything: Deep Learning Workshop Session 1: The Small Data Regime

  • [ICML2016] Ask a Workshop Anything: Deep Learning Workshop Session 2: Simulation-based Learning

• Interesting posts/videos

  • Geoffrey Hinton talk “What is wrong with convolutional neural nets ?”

  • A novel approach to neural machine translation

  • Heroes of Deep Learning: Andrew Ng interviews Geoffrey Hinton

  • Heroes of Deep Learning: Andrew Ng interviews Yoshua Bengio

  • Geoffrey Hinton: The Godfather of Deep Learning

  • Meet the Man Google Hired to Make AI a Reality

  • Deep Reinforcement Learning: Pong from Pixels

  • Pushing the frontier of computer vision by Christian Szegedy

  • Google AI duet

  • Hessian-free optimization

  • A first look of how googles self-driving car handles city streets

  • Structuring your tensorflow models

  • On word embeddings

  • Transfer learning

  • Debug Torch with Zerobrane

  • Adversarial learning inference

  • Why is Baidu sharing its secret self-driving sauce

  • Demystifying Deep Reinforcement Learning

  • Deep Reinforcement Learning: Pong from Pixels

  • Capsule Networks

    • What is a CapsNet or Capsule Network?

    • Understanding Hinton’s Capsule Networks. Part I: Intuition

    • Understanding Hinton’s Capsule Networks. Part II: How Capsules Work

    • Capsule Networks: An Improvement to Convolutional Networks

    • Dynamic Routing Between Capsules

• Some cool open source

  • Image-to-image translation with conditional adversarial nets

  • Torch plugin for Unreal Engine 4

  • DeepMask

  • DeepFace

  • Writing with Transformers