keywords: DeepLearning, Tools, Frameworks, Examples & Papers

Blogs

https://lexfridman.com/

Math

Using neural networks to solve advanced mathematics equations
https://ai.facebook.com/blog/using-neural-networks-to-solve-advanced-mathematics-equations/

Video Tutorials

Youtube Tutorials

Neural Network Architectures
https://www.youtube.com/watch?v=oJNHXPs0XDk

Sources

Open Source Computer Vision Library
https://github.com/opencv/opencv

A collection of various deep learning architectures, models, and tips
https://github.com/rasbt/deeplearning-models

Machine learning, in numpy
https://github.com/ddbourgin/numpy-ml

PyTorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration.
https://github.com/pytorch/pytorch

Fine-tune pretrained Convolutional Neural Networks with PyTorch
https://github.com/creafz/pytorch-cnn-finetune

Shape Representation

Learning Continuous Signed Distance Functions for Shape Representation
https://github.com/facebookresearch/DeepSDF

This repository contains the code for the paper “Occupancy Networks - Learning 3D Reconstruction in Function Space”
https://github.com/autonomousvision/occupancy_networks

Object Detection

Detectron2 is FAIR's next-generation research platform for object detection and segmentation.
https://github.com/facebookresearch/detectron2

This project provides the implementation for DetNAS: Backbone Search for Object Detection.
https://github.com/megvii-model/DetNAS

Face Recognition

Deepfakes Software For All
https://github.com/deepfakes/faceswap

An open source library for face detection in images. The face detection speed can reach 1500FPS.
https://github.com/ShiqiYu/libfacedetection

Image Recognition

Deep learning model for recognizing puzzle patterns in The Witness.
https://github.com/wandb/witness
I trained a robot to play The Witness
https://www.wandb.com/articles/i-trained-a-robot-to-play-the-witness
Is a Realistic Honey Simulation Possible?
https://www.youtube.com/watch?v=7SM816P5G9s

Gesture Recognizer

Gesture recognition via CNN. Implemented in Keras + Tensorflow/Theano + OpenCV
https://github.com/asingh33/CNNGestureRecognizer

基于卷积神经网络的数字手势识别安卓APP,识别数字手势0-10(The number gestures recognition Android APP based on convolutional neural network(CNN), which can recognize the gestures corresponding number 0 to 10)
https://github.com/tz28/Chinese-number-gestures-recognition

Real-time Hand Gesture Recognition with PyTorch on EgoGesture, NvGesture and Jester
https://github.com/ahmetgunduz/Real-time-GesRec

Classification

An end-to-end PyTorch framework for image and video classification
https://github.com/facebookresearch/ClassyVision

Hacking

A small course on exploiting and defending neural networks
https://github.com/Kayzaks/HackingNeuralNetworks

AI Path Tracer Denoiser

This project is to create a CUDA accelerated Deep learning approach to denoise renders from a path tracer
https://github.com/Black-Phoenix/Ai-Path-Tracer-Denoiser

Fake Detector

FaceForensics++: Learning to Detect Manipulated Facial Images
https://github.com/ondyari/FaceForensics
https://arxiv.org/pdf/1901.08971.pdf

Papers

Shape Representation

DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation
http://openaccess.thecvf.com/content_CVPR_2019/html/Park_DeepSDF_Learning_Continuous_Signed_Distance_Functions_for_Shape_Representation_CVPR_2019_paper.html

Occupancy Networks: Learning 3D Reconstruction in Function Space
https://avg.is.tuebingen.mpg.de/publications/occupancy-networks

Physical Animation

Try W&B to track machine learning experiments and visualize results
https://www.wandb.com/papers
AI Learns To Compute Game Physics In Microseconds
https://www.youtube.com/watch?v=atcKO15YVD8

Hardware Architecture

Large-scale Deep Unsupervised Learning using Graphics Processors
http://robotics.stanford.edu/~ang/papers/icml09-LargeScaleUnsupervisedDeepLearningGPU.pdf

Fast Support Vector Machine Training and Classification on Graphics Processors
https://www2.eecs.berkeley.edu/Pubs/TechRpts/2008/EECS-2008-11.pdf

HeteroSpark: A Heterogeneous CPU/GPU Spark Platform for Machine Learning Algorithms
https://www.researchgate.net/profile/Peilong_Li/publication/282865411_HeteroSpark_A_Heterogeneous_CPUGPU_Spark_Platform_for_Machine_Learning_Algorithms/links/56205bd908aed8dd19404816/HeteroSpark-A-Heterogeneous-CPU-GPU-Spark-Platform-for-Machine-Learning-Algorithms.pdf


It was inevitable: the scent of bitter almonds always reminded him of the fate of unrequited love. ― Gabriel Garcia Marquez