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NING LAM's Projects

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 & Acceleration, 4.) Hyperparameter Optimization, 5.) Automated Feature Engineering.

awesome-nas icon awesome-nas

A curated list of neural architecture search (NAS) resources.

backdoor icon backdoor

Code implementation of the paper "Neural Cleanse: Identifying and Mitigating Backdoor Attacks in Neural Networks", at IEEE Security and Privacy 2019.

bismo icon bismo

BISMO: A Scalable Bit-Serial Matrix Multiplication Overlay for Reconfigurable Computing

cacti icon cacti

An integrated cache and memory access time, cycle time, area, leakage, and dynamic power model

cacti-6.5 icon cacti-6.5

This tools offer many simulation of memory design detail parameter. Then you can setting these parameter to running result in your condition circumstance.

caffe-model icon caffe-model

Caffe models (includimg classification, detection and segmentation) and deploy files for famouse networks

caffe-python-tutorial icon caffe-python-tutorial

A Basic Tutorial to learning Caffe with Python, including two examples for classification and detection, and codes to train, test, prune and compress Net.

cgnet icon cgnet

CGNet: A Light-weight Context Guided Network for Semantic Segmentation

conv_arithmetic icon conv_arithmetic

A technical report on convolution arithmetic in the context of deep learning

dba icon dba

DBA: Distributed Backdoor Attacks against Federated Learning

deepboosting icon deepboosting

Deep Boosting for Image Denoising in ECCV 2018 and its Real-world Extension in IEEE Transactions on Pattern Analysis and Machine Intelligence

deeplearning-mpo icon deeplearning-mpo

Replace FC2, LeNet-5, VGG, Resnet, Densenet's full-connected layers with MPO

distiller icon distiller

Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://nervanasystems.github.io/distiller

dnn-watermark icon dnn-watermark

Implementation of "Embedding Watermarks into Deep Neural Networks," in Proc. of ICMR'17.

emdl icon emdl

Embedded and mobile deep learning research resources

fastai icon fastai

The fast.ai deep learning library, lessons, and tutorials

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