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Guanxdazhuang's Projects

adaptive-da-attack icon adaptive-da-attack

Implement of An Imperceptible Data Augmentation Based Blackbox Clean-Label Backdoor Attack on Deep Neural Networks

annotated_deep_learning.paper_implementations icon annotated_deep_learning.paper_implementations

🧑‍🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

apex icon apex

A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch

awesome-automl-and-lightweight-models icon awesome-automl-and-lightweight-models

A list of high-quality (newest) AutoML works and lightweight models including 1.) Neural Architecture Search, 2.) Lightweight Structures, 3.) Model Compression, Quantization and Acceleration, 4.) Hyperparameter Optimization, 5.) Automated Feature Engineering.

axial-attention icon axial-attention

Implementation of Axial attention - attending to multi-dimensional data efficiently

baselines icon baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

bedn icon bedn

Implement of Backdoor Attack on Deep Learning-Based Medical Image Encryption and Decryption Network

blocksparse icon blocksparse

Efficient GPU kernels for block-sparse matrix multiplication and convolution

bolt icon bolt

10x faster matrix and vector operations.

clrs icon clrs

:notebook:Solutions to Introduction to Algorithms

clusternet icon clusternet

Code release for NeurIPS 2019 paper "End to End Learning and Optimization on Graphs"

coin-or-optimizationsuite icon coin-or-optimizationsuite

A harness for building the bundled suite of interoperable optimization tools available in the COIN-OR repository.

convnets-tensorflow2 icon convnets-tensorflow2

⛵️ Implementation a variety of popular Image Classification Models using TensorFlow2. [ResNet, GoogLeNet, VGG, Inception-v3, Inception-v4, MobileNet, MobileNet-v2, ShuffleNet, ShuffleNet-v2, etc...]

dca icon dca

Dynamic channel allocation in cellular networks by reinforcement learning

deep-compression-pytorch icon deep-compression-pytorch

PyTorch implementation of 'Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding' by Song Han, Huizi Mao, William J. Dally

deepgradientcompression icon deepgradientcompression

It is implementation of Research paper "DEEP GRADIENT COMPRESSION: REDUCING THE COMMUNICATION BANDWIDTH FOR DISTRIBUTED TRAINING". Deep gradient compression is a technique by which the gradients are compressed before they are being sent. This approach greatly reduces the communication bandwidth and thus improves multi node training.

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