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Data Science Ipython Notebooks ⭐ 25,668

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

D2l En ⭐ 20,613

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

Lightgbm ⭐ 16,056

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.

Interview ⭐ 8,372

Interview = 简历指南 + 算法题 + 八股文 + 源码分析

Pytorch Unet ⭐ 7,861

PyTorch implementation of the U-Net for image semantic segmentation with high quality images

Catboost ⭐ 7,564

A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.

Artificial Intelligence Deep Learning Machine Learning Tutorials ⭐ 3,436

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.

Docker Python ⭐ 2,298

Kaggle Python docker image

Colabcode ⭐ 1,923

Run VSCode (codeserver) on Google Colab or Kaggle Notebooks

Pandas Videos ⭐ 1,808

Jupyter notebook and datasets from the pandas Q&A video series

Transparent_latent_gan ⭐ 1,807

Use supervised learning to illuminate the latent space of GAN for controlled generation and edit

Pytorch Toolbelt ⭐ 1,458

PyTorch extensions for fast R&D prototyping and Kaggle farming

Mlbox ⭐ 1,403

MLBox is a powerful Automated Machine Learning python library.

Kaggle Ensemble Guide ⭐ 1,201

Code for the Kaggle Ensembling Guide Article on MLWave

Ternausnet ⭐ 1,008

UNet model with VGG11 encoder pre-trained on Kaggle Carvana dataset

Lofo Importance ⭐ 785

Leave One Feature Out Importance

Lightautoml ⭐ 769

LAMA - automatic model creation framework

Kaggler ⭐ 723

Code for Kaggle Data Science Competitions

Kaggle Quora Question Pairs ⭐ 684

Kaggle：Quora Question Pairs, 4th/3396 (https://www.kaggle.com/c/quora-question-pairs)

Kaggle Cli ⭐ 679

(Deprecated, use https://github.com/Kaggle/kaggle-api instead) An unofficial Kaggle command line tool.

Lightautoml ⭐ 678

Fast and customizable framework for automatic ML model creation (AutoML)

Kaggle Titanic ⭐ 656

A tutorial for Kaggle's Titanic: Machine Learning from Disaster competition. Demonstrates basic data munging, analysis, and visualization techniques. Shows examples of supervised machine learning techniques.

Data Science Projects ⭐ 623

DataScience projects for learning : Kaggle challenges, Object Recognition, Parsing, etc.

Pythondatascience Collections ⭐ 615

最全数据分析资料汇总（含python、爬虫、数据库、大数据、tableau、统计学等）

A collection of Kaggle solutions. Not very polished.

Kaggle_ndsb2017 ⭐ 568

Kaggle datascience bowl 2017

Multi Class Text Classification Cnn Rnn ⭐ 554

Classify Kaggle San Francisco Crime Description into 39 classes. Build the model with CNN, RNN (GRU and LSTM) and Word Embeddings on Tensorflow.

Brain Segmentation Pytorch ⭐ 554

U-Net implementation in PyTorch for FLAIR abnormality segmentation in brain MRI

Web Traffic Forecasting ⭐ 552

Kaggle | Web Traffic Forecasting 📈

Pytorch Best Practice ⭐ 499

A Guidance on PyTorch Coding Style Based on Kaggle Dogs vs. Cats

Một cuốn sách về Học Sâu đề cập đến nhiều framework phổ biến, được sử dụng trên 300 trường Đại học từ 55 đất nước bao gồm MIT, Stanford, Harvard, và Cambridge.

Kaggle Galaxies ⭐ 474

Winning solution for the Galaxy Challenge on Kaggle (http://www.kaggle.com/c/galaxy-zoo-the-galaxy-cha

Open Solution Home Credit ⭐ 444

Open solution to the Home Credit Default Risk challenge 🏡

AutoX is an efficient automl tool, which is mainly aimed at data mining tasks with tabular data.

Dfdc_deepfake_challenge ⭐ 431

A prize winning solution for DFDC challenge

Chefboost ⭐ 428

A Lightweight Decision Tree Framework supporting regular algorithms: ID3, C4,5, CART, CHAID and Regression Trees; some advanced techniques: Gradient Boosting, Random Forest and Adaboost w/categorical features support for Python

Machinejs ⭐ 412

[UNMAINTAINED] Automated machine learning- just give it a data file! Check out the production-ready version of this project at ClimbsRocks/auto_ml

Youtube 8m Willow ⭐ 410

Kaggle Youtube 8M WILLOW approach

Awesome Data Comp Solution ⭐ 407

数据科学/人工智能比赛解决方案汇总

Kaggle Imaterialist ⭐ 406

The First Place Solution of Kaggle iMaterialist (Fashion) 2019 at FGVC6

Multi Class Text Classification Cnn ⭐ 388

Classify Kaggle Consumer Finance Complaints into 11 classes. Build the model with CNN (Convolutional Neural Network) and Word Embeddings on Tensorflow.

Open Solution Mapping Challenge ⭐ 363

Open solution to the Mapping Challenge 🌎

Mlcrate ⭐ 321

A python module of handy tools and functions, mainly for ML and Kaggle

Erlemar.github.io ⭐ 321

Data science portfolio

Kagglebook ⭐ 299

Deep Time Series Prediction ⭐ 287

Seq2Seq, Bert, Transformer, WaveNet for time series prediction.

Ctrnet Tool ⭐ 285

This's the tool for CTR, including FM, FFM, NFFM and so on.

Nyaggle ⭐ 276

Code for Kaggle and Offline Competitions

Burn Detection Classification ⭐ 275

Highly Accurate and Efficient Burn detection and Classification trained with Deep Learning Model

Data search & enrichment library for Machine Learning → Easily find and add relevant features to your ML & AI pipeline from hundreds of public and premium external data sources, including open & commercial LLMs

My Data Competition Experience ⭐ 271

本人多次机器学习与大数据竞赛Top5的经验总结，满满的干货，拿好不谢

Kaggle_salt_bes_phalanx ⭐ 270

Winning solution for the Kaggle TGS Salt Identification Challenge.

Argus Freesound ⭐ 266

Kaggle | 1st place solution for Freesound Audio Tagging 2019

Pytorch Saltnet ⭐ 259

Kaggle | 9th place single model solution for TGS Salt Identification Challenge

Kaggle Carvana Image Masking Challenge ⭐ 253

Painters ⭐ 251

🎨 Winning solution for the Painter by Numbers competition on Kaggle

Recsys Dataset ⭐ 244

🛍 A real-world e-commerce dataset for session-based recommender systems research.

Toxic Comment Classification Challenge

Tensorflow Xnn ⭐ 241

Tensorflow implementation of DeepFM variant that won 4th Place in Mercari Price Suggestion Challenge on Kaggle.

Fm_ftrl ⭐ 240

Hashed Factorization Machine with Follow The Regularized Leader for Kaggle Avazu Click-Through Rate Competition

Gwu_data_mining ⭐ 228

Materials for GWU DNSC 6279 and DNSC 6290.

Quest_qa_labeling ⭐ 215

Google QUEST Q&A Labeling. Improving automated understanding of complex question answer content

Pipelinex ⭐ 212

PipelineX: Python package to build ML pipelines for experimentation with Kedro, MLflow, and more

Kaggle_diabetic ⭐ 210

Team o_O solution for the Kaggle Diabetic Retinopathy Detection Challenge

Kaggle Hpa ⭐ 205

Code for 3rd place solution in Kaggle Human Protein Atlas Image Classification Challenge.

Machine Learning ⭐ 196

从零基础开始机器学习之旅

Kaggle Landmark Recognition 2020 1st Place ⭐ 187

Kaggle Dsb2 Keras ⭐ 181

Keras tutorial for Kaggle 2nd Annual Data Science Bowl

An entry to kaggle's 'Sentiment Analysis on Movie Reviews' competition

Jh Kaggle Util ⭐ 175

Jeff Heaton's Kaggle Utilities

Ultrasound Nerve Segmentation ⭐ 174

Kaggle Ultrasound Nerve Segmentation competition [Keras]

Kaggle Right Whale ⭐ 172

2nd place solution to the Kaggle Right Whale challenge

Maria Quiteria ⭐ 168

Backend para coleta e disponibilização dos dados 📜

Open Solution Data Science Bowl 2018 ⭐ 158

Open solution to the Data Science Bowl 2018

Kaggle Rain ⭐ 157

Winning solution to the Kaggle competition - How Much Did It Rain? II

Face_generator ⭐ 154

DCGAN face generator 🧑.

Kaggle Rsna Intracranial Hemorrhage ⭐ 152

Open Solution Toxic Comments ⭐ 151

Open solution to the Toxic Comment Classification Challenge

Emotion_classifier ⭐ 150

emotion classifier based on kaggle fer2013

Kaggle Understanding Clouds ⭐ 147

Code for 1st place solution in Understanding Clouds from Satellite Images Challenge.

Human Action Recognition With Keras ⭐ 145

Keras implementation of Human Action Recognition for the data set State Farm Distracted Driver Detection (Kaggle)

Kaggle Porto Seguro ⭐ 144

2nd Place Solution for Kaggle Porto Seguro's Safe Driver Prediction

Kaggle Rental Listing Inquireies ⭐ 140

Summary of getting a silver medal in kaggle

Kaggle Competition Favorita ⭐ 138

5th place solution for Kaggle competition Favorita Grocery Sales Forecasting

Outbrain Click Prediction Kaggle ⭐ 134

Solution to the Outbrain Click Prediction competition

Nips17 Adversarial Attack ⭐ 133

Submission to Kaggle NIPS'17 competition on adversarial examples (non-targeted adversarial attack track)

Code for Kaggle Competitions

Kaggle Quora Dup ⭐ 126

Solution to Kaggle's Quora Duplicate Question Detection Competition

Machine Learning ⭐ 125

Demonstrates data munging, analysis and visualization techniques

Kaggle Dsbowl 2018 Dataset Fixes ⭐ 125

Kaggle Data Science Bowl 2018 dataset fixes

Recommender_system_with_python ⭐ 124

recommender system tutorial with Python

Kaggle Allstate Claims Severity ⭐ 123

2nd place solution for Allstate Claims Severity competition at Kaggle

Predictions_balancing ⭐ 122

A script for balancing predictions which helps in achieving high results on Kaggle

Xgboost_ray ⭐ 121

Distributed XGBoost on Ray

Kaggle Humpback ⭐ 121

Code for 3rd place solution in Kaggle Humpback Whale Identification Challenge.

Kaggle Freesound Audio Tagging ⭐ 110

8th place solution (on Kaggle) to the Freesound General-Purpose Audio Tagging Challenge (DCASE 2018 - Task 2)

Ml Resource ⭐ 110

A concise resource repository for machine learning

Classifying Text ⭐ 109

Classifying text with bag-of-words

Ml Dl Scripts ⭐ 106

The repository provides usefull python scripts for ML and data analysis

How To Score 0.8134 In Titanic Kaggle Challenge ⭐ 105

Solution of the Titanic Kaggle competition

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