guidefreitas / awesome_ai

Pytorch

• Sequence-To-Sequence - https://github.com/lium-lst/nmtpytorch
• Capsule Networks - https://github.com/gram-ai/capsule-networks
• MNIST - https://github.com/kdn251/mnist
• Pytorch Tutorial - https://github.com/MorvanZhou/PyTorch-Tutorial

Tools and Libraries

• NVidia Digits - https://developer.nvidia.com/digits
• Pytorch - http://pytorch.org/
• TensorFlow - http://tensorflow.org/
• Keras - http://keras.io
• Keras ConvNets - https://github.com/heuritech/convnets-keras
• Fabrik - https://github.com/Cloud-CV/Fabrik
• MLBox - https://github.com/AxeldeRomblay/MLBox
• XLearn - https://github.com/aksnzhy/xlearn

Embedded ML

• TensorRT - https://github.com/NVIDIA/TensorRT
• TensorFlow JS - https://www.tensorflow.org/js

Visualization Tools

• Visdom - https://github.com/facebookresearch/visdom
• TensorFlow Playground - http://playground.tensorflow.org/
• TensorFlow TensorBoard - https://www.tensorflow.org/versions/r0.12/how_tos/summaries_and_tensorboard/
• Pytorch CNN Visualization - https://github.com/utkuozbulak/pytorch-cnn-visualizations

GAN

• Simple GAN - https://github.com/devnag/pytorch-generative-adversarial-networks
• Generative Models - https://github.com/wiseodd/generative-models
• Generative Models Collection - https://github.com/znxlwm/pytorch-generative-model-collections
• GAN - https://github.com/hyun910219/GAN
• 3DGAN - https://github.com/rimchang/3DGAN-Pytorch
• BicycleGAN - https://github.com/gitlimlab/BicycleGAN-Tensorflow
• CycleGAN - https://github.com/junyanz/CycleGAN

CNN

• RetinaNet - https://github.com/c0nn3r/RetinaNet

Object Detection

• Computer Vision Basics with Python and Keras - https://github.com/jrobchin/Computer-Vision-Basics-with-Python-Keras-and-OpenCV
• Basic Yolo - https://github.com/experiencor/basic-yolo-keras
• Faster R-CNN - https://github.com/yhenon/keras-frcnn
• Images to OSM (Mask R-CNN) - https://github.com/jremillard/images-to-osm
• Facebook Detectron - https://github.com/facebookresearch/Detectron

Attention Models

• Attention Pytorch - https://github.com/jadore801120/attention-is-all-you-need-pytorch

Mobile

• Mobile Deep Learning - https://github.com/baidu/mobile-deep-learning

Face Detection/Recognition

• Face Recognition https://github.com/ageitgey/face_recognition

NLP/NLU/Language

• Language Crunch (Docker image) - https://github.com/artpar/languagecrunch

Style Transfer

• Photo Style Transfer - https://github.com/luanfujun/deep-photo-styletransfer

Simulators

• House3D - https://github.com/facebookresearch/House3D

Datasets

• Cityscapes - https://www.cityscapes-dataset.com/
• Big Mart Sales - https://datahack.analyticsvidhya.com/contest/practice-problem-big-mart-sales-iii/

Podcasts

• Podcasts for Beginners:

  • Talking Machines
  • Linear Digressions
  • Data Skeptic
  • This Week in Machine Learning & AI
  • Machine Learning Guide

• "More" advanced podcasts

  • Partially Derivative
  • O’Reilly Data Show
  • Not So Standard Deviation