hereismari / DeepLearning

This repository keeps track of my path towards understanding Deep Learning concepts (mainly with TensorFlow).

DeepLearning: bit.ly/awesome-dl

This repository keeps track of my path towards understanding Deep Learning concepts (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

• Getting Started with Deep Learning with MNIST
• MNIST running on Android
• Exploring Spiral Dataset
• Vanilla GANs for fashion MNIST
• Easy 21 - Getting started with Reinforcement Learning
• TensorFlow Brasil - A repository for TensorFlow code samples and tutorials in Portuguese
• Teachable games - Using DeepLearnJS to play games just using a camera
• Modified version of text generation tutorial including fun examples

Get Started with Deep Learning and TensorFlow

Go to bit.ly/awesome-dl

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).

Math for Deep Learning and Machine Learning

• The Matrix Calculus You Need For Deep Learning
• 3Blue1Brown Youtube Channel

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

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

RL - Reinforcement Learning

• Full Course by David Silver

Blogs

• Colah's Blog
• Open AI
• Fast AI

University 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
• 3Blue1Brown

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