Master the essential skills needed to recognize and solve complex real-world problems with Machine Learning and Deep Learning by leveraging the highly popular Python Machine Learning Eco-system.

Benchmarks

Comparison tools

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jupyter-notebook gpu classification benchmark kaggle regression xgboost quality comparison speed lightgbm h2o

Interactive machine learning

IPython widgets, interactive plots, interactive machine learning

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python jupyter-notebook machine-learning animation data-science statistics analytics classification scikit-learn interactive regression supervised-learning

Paddlex

PaddlePaddle End-to-End Development Toolkit（『飞桨』深度学习全流程开发工具）

✭ 3,399

python C++HTML CMake C#java deep-neural-networks neural-networks deeplearning classification segmentation detection deployment resnet yolov3 mobilenet unet industry jetson

Glasses

High-quality Neural Networks for Computer Vision 😎

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jupyter-notebook deep-learning machine-learning pytorch computer-vision neural-network deep-neural-networks classification pretrained-models convolutional-networks

Invoicenet

Deep neural network to extract intelligent information from invoice documents.

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python shell deep-learning keras deep-neural-networks deeplearning classification information-retrieval keras-tensorflow information-extraction invoice billing invoices keras-neural-networks invoice-pdf invoice-management invoice-software invoice-insight invoice-parser

Pytorch semantic segmentation

Implement some models of RGB/RGBD semantic segmentation in PyTorch, easy to run. Such as FCN, RefineNet, PSPNet, RDFNet, 3DGNN, PointNet, DeepLab V3, DeepLab V3 plus, DenseASPP, FastFCN

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python pytorch classification semantic-segmentation pointcloud

Machine Learning Projects

This repository consists of all my Machine Learning Projects.

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python jupyter-notebook machine-learning classification numpy pandas deployment clustering matplotlib regression sklearn

Luna16 Lung Nodule Analysis 2016 Challenge

LUNA16-Lung-Nodule-Analysis-2016-Challenge

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python classification detection resnet

Lsoftmax Pytorch

The Pytorch Implementation of L-Softmax

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python deep-learning machine-learning pytorch convolutional-neural-networks classification mnist

Vision4j Collection

Collection of computer vision models, ready to be included in a JVM project

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java computer-vision grpc classification segmentation semantic-segmentation jvm imagenet

Simpsonrecognition

Detect and recognize The Simpsons characters using Keras and Faster R-CNN

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jupyter-notebook keras convolutional-neural-networks classification detection recognition

Pytorch Imagenet Cifar Coco Voc Training

Training examples and results for ImageNet(ILSVRC2012)/CIFAR100/COCO2017/VOC2007+VOC2012 datasets.Image Classification/Object Detection.Include ResNet/EfficientNet/VovNet/DarkNet/RegNet/RetinaNet/FCOS/CenterNet/YOLOv3.

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python pytorch classification detection resnet apex imagenet yolov3 darknet coco

Tiny ml

numpy 实现的周志华《机器学习》书中的算法及其他一些传统机器学习算法

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python python3 machine-learning classification numpy clustering regression svm

Regnet

Pytorch implementation of network design paradigm described in the paper "Designing Network Design Spaces"

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python deep-learning pytorch classification image-classification imagenet

Tf classification

Training, evaluation and testing code for image classification using TensorFlow

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python tensorflow computer-vision classification

Pytorch Speech Commands

Speech commands recognition with PyTorch

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python deep-learning pytorch neural-network classification speech-recognition resnet kaggle densenet cifar10 resnext

Handwritten Digit Recognition Using Deep Learning

Handwritten Digit Recognition using Machine Learning and Deep Learning

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python deep-learning machine-learning tensorflow keras convolutional-neural-networks classification theano random-forest

Free adv train

Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.

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python classification attack adversarial-learning robust

Robovision

AI and machine leaning-based computer vision for a robot

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python machine-learning computer-vision artificial-intelligence opencv classification face-detection face-recognition pyqt5 surveillance

Keras transfer cifar10

Object classification with CIFAR-10 using transfer learning

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jupyter-notebook visualization keras convolutional-neural-networks cnn classification image-classification images transfer-learning convolutional-networks classifier cnn-keras keras-models cnn-model

Project alias

Alias is a teachable “parasite” that is designed to give users more control over their smart assistants, both when it comes to customisation and privacy. Through a simple app the user can train Alias to react on a custom wake-word/sound, and once trained, Alias can take control over your home assistant by activating it for you.

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python HTML javascript CSS machine-learning raspberry-pi classification speech-recognition smarthome microphone alias sound-synthesis wakeword

Ml Dl Scripts

The repository provides usefull python scripts for ML and data analysis

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python jupyter-notebook deep-learning machine-learning nlp statistics classification deployment ml clustering machine-learning-algorithms kaggle text-analysis

Mobilenet

A Clearer and Simpler MobileNet Implementation in TensorFlow

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python deep-learning tensorflow computer-vision classification realtime mobilenet

Sinaweibo Emotion Classification

新浪微博情感分析应用

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python python2 classification weibo svm sina

Model Quantization

Collections of model quantization algorithms

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python cnn classification segmentation detection compression quantization

Bird Recognition Review

A list of useful resources in the bird sound (song and calls) recognition, such as datasets, papers, links to open source projects and competitions

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classification datasets survey review

Traffic Signs

Building a CNN based traffic signs classifier.

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jupyter-notebook machine-learning tensorflow computer-vision classification

Cinc Challenge2017

ECG classification from short single lead segments (Computing in Cardiology Challenge 2017 entry)

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matlab convolutional-neural-networks classification challenge

Autoannotationtool

A label tool aim to reduce semantic segmentation label time, rectangle and polygon annotation is supported

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cpp deep-learning computer-vision image-processing opencv dataset qt classification semantic-segmentation qt5 qml annotation image-annotation qtquick

Shiftresnet Cifar

ResNet with Shift, Depthwise, or Convolutional Operations for CIFAR-100, CIFAR-10 on PyTorch

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python pytorch convolutional-neural-networks classification compression resnet

Pyani

Python module for average nucleotide identity analyses

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python classification bioinformatics

Dni.pytorch

Implement Decoupled Neural Interfaces using Synthetic Gradients in Pytorch

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python pytorch classification mnist

Sytora

A sophisticated smart symptom search engine

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javascript machine-learning data-analysis classification embeddings medical healthcare classifier

Natural Synaptic

Javascript Natural Language Classifier

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javascript nlp neural-network classification

Pointnet Keras

Keras implementation for Pointnet

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python deep-learning keras classification segmentation point-cloud

Selfdrivingcar

A collection of all projects pertaining to different layers in the SDC software stack

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python3 jupyter-notebook deep-learning tensorflow computer-vision keras deep-neural-networks opencv classification scikit-learn self-driving-car backpropagation

Edafa

Test Time Augmentation (TTA) wrapper for computer vision tasks: segmentation, classification, super-resolution, ... etc.

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python pytorch tensorflow computer-vision keras classification segmentation wrapper super-resolution augmentation

Gpstuff

GPstuff - Gaussian process models for Bayesian analysis

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matlab classification regression bayesian-inference bayesian gaussian-processes mcmc variational-inference spatial-analysis bayesian-optimization octave

Onenotetaggingkit

OneNote (desktop) add-in to manage OneNote pages by page tags

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classification tagging

Neuroflow

Artificial Neural Networks for Scala

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scala data-science classification clustering regression artificial-neural-networks

Bert Relation Classification

A pytorch implementation of BERT-based relation classification

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python pytorch classification

Fine grained classification

Fined grained classification On Car dataset

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jupyter-notebook classification car

Fastrtext

R wrapper for fastText

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machine-learning nlp neural-network rstats classification text-classification embeddings word-embeddings fasttext

Segmentation

Tensorflow implementation : U-net and FCN with global convolution

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python tensorflow computer-vision classification segmentation semantic-segmentation kaggle autoencoder unet kaggle-competition fcn fully-convolutional-networks

Augmentedgaussianprocesses.jl

Gaussian Process package based on data augmentation, sparsity and natural gradients

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julia classification gps svm process gaussian-processes

Universal Data Tool

Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.

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javascript hacktoberfest deep-learning machine-learning computer-vision dataset desktop csv classification semantic-segmentation named-entity-recognition image-segmentation image-annotation labeling

Dataset

Crop/Weed Field Image Dataset

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dataset classification segmentation paper annotations crop mask

Happy Transformer

A package built on top of Hugging Face's transformer library that makes it easy to utilize state-of-the-art NLP models

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python machine-learning nlp artificial-intelligence ai classification question-answering

R2d2

[ICLR'19] Meta-learning with differentiable closed-form solvers

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python deep-learning machine-learning pytorch computer-vision classification meta-learning

Machine Learning Algorithms

A curated list of almost all machine learning algorithms and deep learning algorithms grouped by category.

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python deep-learning machine-learning tutorial neural-network classification machine-learning-algorithms regression deep-learning-tutorial deep-learning-algorithms implementation

Tabi

BGP Hijack Detection

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python classification detection bgp

Uer Py

Open Source Pre-training Model Framework in PyTorch & Pre-trained Model Zoo

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python pytorch nlp natural-language-processing classification chinese ner

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