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
CNNs - Convolutional Neural Networks
RNNs - 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
Blogs
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