Artificial Intelligence Deep Learning Machine Learning Tutorials
A comprehensive list of Deep Learning / Artificial Intelligence and Machine Learning tutorials - rapidly expanding into areas of AI/Deep Learning / Machine Vision / NLP and industry specific areas such as Climate / Energy, Automotives, Retail, Pharma, Medicine, Healthcare, Policy, Ethics and more.
Pytorch Ddpg Naf
Implementation of algorithms for continuous control (DDPG and NAF).
An intelligent block matrix library for numpy, PyTorch, and beyond.
Pytorch implementation of 2D Discrete Wavelet (DWT) and Dual Tree Complex Wavelet Transforms (DTCWT) and a DTCWT based ScatterNet
Official repository for Natural Image Matting via Guided Contextual Attention
Some improvements (center sample) about FCOS (FCOS: Fully Convolutional One-Stage Object Detection).
Official implementation of 'FMix: Enhancing Mixed Sample Data Augmentation'
Pytorch porting of C3D network, with Sports1M weights
Ner Bert Pytorch
PyTorch solution of named entity recognition task Using Google AI's pre-trained BERT model.
Reference ImageNet implementation of SelecSLS CNN architecture proposed in the SIGGRAPH 2020 paper "XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera". The repository also includes code for pruning the model based on implicit sparsity emerging from adaptive gradient descent methods, as detailed in the CVPR 2019 paper "On implicit filter level sparsity in Convolutional Neural Networks".
Class activation maps for your PyTorch models (CAM, Grad-CAM, Grad-CAM++, Smooth Grad-CAM++, Score-CAM, SS-CAM, IS-CAM, XGrad-CAM)
Change Detection Review
A review of change detection methods, including codes and open data sets for deep learning. From paper: change detection based on artificial intelligence: state-of-the-art and challenges.
Data loaders and abstractions for text and NLP
Deep Learning Book
Repository for "Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python"
A PyTorch implementation of Mnasnet: MnasNet: Platform-Aware Neural Architecture Search for Mobile.
Ml sagemaker studies
Case studies, examples, and exercises for learning to deploy ML models using AWS SageMaker.
A PyTorch implementation of PointRend: Image Segmentation as Rendering
Image registration laboratory for 2D and 3D image data
A PyTorch library and evaluation platform for end-to-end compression research
ResNeSt: Split-Attention Networks
Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.
Generative Inpainting Pytorch
A PyTorch reimplementation for paper Generative Image Inpainting with Contextual Attention (https://arxiv.org/abs/1801.07892)
Constrained optimization toolkit for PyTorch
Official repository for "CycleISP: Real Image Restoration via Improved Data Synthesis" (CVPR 2020--Oral)
Unofficial PyTorch Implementation for FaceShifter (https://arxiv.org/abs/1912.13457)
This is a pytorch re-implementation of Learning a Discriminative Filter Bank Within a CNN for Fine-Grained Recognition
PyTorch Implementation of "Large-Scale Image Retrieval with Attentive Deep Local Features"
[ICCV 2019] Official implementation of "MonoLoco: Monocular 3D Pedestrian Localization and Uncertainty Estimation" in PyTorch + Social Distancing
A modern deep learning framework built to accelerate research and development of AI systems
Dual-Stage Attention-Based Recurrent Neural Net for Time Series Prediction
Show Control And Tell
Show, Control and Tell: A Framework for Generating Controllable and Grounded Captions. CVPR 2019
Deep learning operations reinvented (for pytorch, tensorflow, jax and others)
A model library for exploring state-of-the-art deep learning topologies and techniques for optimizing Natural Language Processing neural networks
Tool for visualizing attention in the Transformer model (BERT, GPT-2, Albert, XLNet, RoBERTa, CTRL, etc.)
Speech Enhancement Generative Adversarial Network in PyTorch
Code and Data Release for GenRe (NeurIPS 2018) and ShapeHD (ECCV 2018)
High Res Stereo
Hierarchical Deep Stereo Matching on High Resolution Images, CVPR 2019.
Neural network-based singing voice synthesis library for research
Hypergraph Neural Networks (AAAI 2019)
Hierarchically-Refined Label Attention Network for Sequence Labeling
The Implementation of paper "Controllable Person Image Synthesis with Attribute-Decomposed GAN"