DeepLearning

This repository keeps track of my awesome adventure trying to know a little more about deep learning (mainly with TensorFlow 😄).

What can you find here?

• Links to my personal projects while learning Deep Learning and Tensorflow
• Links for online resources to get started with Deep Learning and TensorFlow

Personal Projects using TensorFlow

Getting Started with Deep Learning with MNIST
MNIST running on Android
Exploring Spiral Dataset
Vanilla GANs for fashion MNIST Easy 21 - Getting started with RL

Get Started with Deep Learning and TensorFlow

DL and ML 101: blog posts and videos to get started

A friendly introduction to Deep Learning and Neural Networks
How Deep Neural Networks Work
Tensorflow and deep learning, without a PhD, Martin Gorner, Google TensorFlow Tutorial (Sherry Moore, Google Brain).

CNNs - Convolutional Neural Networks

How Convolutional Neural Networks work

RNNs - Recurrent Neural Networks

Understanding LSTM Networks
The Unreasonable Effectiveness of Recurrent Neural Networks

GANs - Generative Adversarial Networks

Introduction to GANs (Keras)
GANs for beginners (TensorFlow)
Blog post about the different kinds of GANs
DCGAN implementation on TensorFlow
Original Paper Generative models implementation (TensorFlow, Pytorch)

RL - Reinforcement Learning

Full Course by David Silver

Blogs

Colah's Blog
Open AI

Courses

CS 20SI: TensorFlow for Deep Learning Research
CS231n: Convolutional Neural Networks for Visual Recognition
MIT 6.S094: Deep Learning for Self-Driving Cars

Youtube series

Siraj Raval
sentdex
Hvass Lab
Google Dev - Machine Learning Recipes

GO DEEP - learn more about deep learning in 1 or 2 months

How do I learn deep learning in 2 months
Learn deep learning, from novice to advanced

Advanced tutorials

Jason Mayes - Rock Paper Scissors - Machine Learning Style using Tensor Flow