CHI-MING-LEE

Ross Lee's starred repositories

captum

Model interpretability and understanding for PyTorch

Language:PythonBSD-3-Clause476800

deep-explanation-penalization

Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584

Language:Jupyter NotebookMIT12400

feature-importance-neural-networks

Variance-based Feature Importance in Neural Networks

Language:Jupyter Notebook2800

hierarchical-dnn-interpretations

Using / reproducing ACD from the paper "Hierarchical interpretations for neural network predictions" 🧠 (ICLR 2019)

Language:Jupyter NotebookMIT12400

pytorch-styleguide

An unofficial styleguide and best practices summary for PyTorch

Language:PythonGPL-3.0189000

pytorch-template

PyTorch deep learning projects made easy.

Language:PythonMIT467300

nni

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

Language:PythonMIT1394400

kaggle-CrowdFlower

1st Place Solution for CrowdFlower Product Search Results Relevance Competition on Kaggle.

Language:C++175600

pytorch-trpo

PyTorch implementation of Trust Region Policy Optimization

Language:PythonMIT42900

NVIDIA Merlin is an open source library providing end-to-end GPU-accelerated recommender systems, from feature engineering and preprocessing to training deep learning models and running inference in production.

Language:PythonApache-2.073500

deep-text-recognition-benchmark

Text recognition (optical character recognition) with deep learning methods, ICCV 2019

Language:Jupyter NotebookApache-2.0370500

superset

Apache Superset is a Data Visualization and Data Exploration Platform

Language:TypeScriptApache-2.06132900

dtreeviz

A python library for decision tree visualization and model interpretation.

Language:Jupyter NotebookMIT291300

TextRecognitionDataGenerator

A synthetic data generator for text recognition

Language:PythonMIT319600

imgaug

Image augmentation for machine learning experiments.

Language:PythonMIT1431200

yolov5

YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite

Language:PythonAGPL-3.04929500

CLIP

CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

Language:Jupyter NotebookMIT2430600

CRAFT-pytorch

Official implementation of Character Region Awareness for Text Detection (CRAFT)

Language:PythonMIT304600

mmocr

OpenMMLab Text Detection, Recognition and Understanding Toolbox

Language:PythonApache-2.0424800

TextFuseNet

A PyTorch implementation of "TextFuseNet: Scene Text Detection with Richer Fused Features".

Language:PythonMIT47300

training_extensions

Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™

Language:PythonApache-2.0113600

EAST

PyTorch Re-Implementation of EAST: An Efficient and Accurate Scene Text Detector

Language:PythonMIT41600

text-detection-ctpn

text detection mainly based on ctpn model in tensorflow, id card detect, connectionist text proposal network

Language:PythonMIT342400

Interpretable-FeedForward-CNNs

Interpretable Feedforward Convolutional Neural Networks: Implemented using Saab transform in cascade with Least Square Regressor for constructing the layers. Test on MNIST Handwritten digit dataset.

Language:PythonGPL-3.0100

crnn-pytorch

Convolutional Recurrent Neural Network (CRNN) for image-based sequence recognition using Pytorch

Language:PythonMIT23900

DALI

A GPU-accelerated library containing highly optimized building blocks and an execution engine for data processing to accelerate deep learning training and inference applications.

Language:C++Apache-2.0503900

NeMo

A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)

Language:PythonApache-2.01130500

EfficientNet-PyTorch

A PyTorch implementation of EfficientNet

Language:PythonApache-2.0784400

nlp-tutorial

Natural Language Processing Tutorial for Deep Learning Researchers

Language:Jupyter NotebookMIT1400000

PySnooper

Never use print for debugging again

Language:PythonMIT1632000