R package for automation of machine learning, forecasting, feature engineering, model evaluation, model interpretation, data generation, and recommenders.

✭ 159

r machine-learning classification unsupervised-learning recommender-system regression timeseries anomaly-detection xgboost feature-engineering supervised-learning gpu-acceleration transformations automated-machine-learning h2o

Benchm Ml

A minimal benchmark for scalability, speed and accuracy of commonly used open source implementations (R packages, Python scikit-learn, H2O, xgboost, Spark MLlib etc.) of the top machine learning algorithms for binary classification (random forests, gradient boosted trees, deep neural networks etc.).

✭ 1,835

python r deep-learning machine-learning data-science spark xgboost random-forest h2o gradient-boosting-machine

M2cgen

Transform ML models into a native code (Java, C, Python, Go, JavaScript, Visual Basic, C#, R, PowerShell, PHP, Dart, Haskell, Ruby, F#, Rust) with zero dependencies

✭ 1,962

python java powershell dart rust Visual Basic .NET machine-learning scikit-learn xgboost lightning lightgbm statistical-learning statsmodels

Machine Learning In R

Workshop (6 hours): preprocessing, cross-validation, lasso, decision trees, random forest, xgboost, superlearner ensembles

✭ 144

css machine-learning tutorial cluster xgboost random-forest decision-trees pca

Automl Gs

Provide an input CSV and a target field to predict, generate a model + code to run it.

✭ 1,766

python machine-learning tensorflow keras automl xgboost

Awesome Decision Tree Papers

A collection of research papers on decision, classification and regression trees with implementations.

Data science blogs

A repository to keep track of all the code that I end up writing for my blog posts.

✭ 139

python jupyter-notebook machine-learning data spark gan chatbot time-series graphs blogging datascience xgboost mcmc

Outbrain Click Prediction Kaggle

Solution to the Outbrain Click Prediction competition

✭ 140

python kaggle xgboost

Benchmarks

Comparison tools

✭ 139

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

Automl alex

State-of-the art Automated Machine Learning python library for Tabular Data

✭ 132

python machine-learning data-science ml automl sklearn xgboost hyperparameter-optimization machine-learning-library hyperparameter-tuning stacking

Nyoka

Nyoka is a Python library to export ML/DL models into PMML (PMML 4.4.1 Standard).

✭ 127

python deep-learning machine-learning scikit-learn xgboost lightgbm

Auto ml

[UNMAINTAINED] Automated machine learning for analytics & production

Zoltar

Common library for serving TensorFlow, XGBoost and scikit-learn models in production.

✭ 116

java machine-learning tensorflow xgboost

Sigmoidal ai

Tutoriais de Python, Data Science, Machine Learning e Deep Learning - Sigmoidal

✭ 103

python jupyter-notebook deep-learning machine-learning data-science convolutional-neural-networks neural-networks pandas matplotlib xgboost

Btctrading

Time Series Forecast with Bitcoin value, to detect upward/down trends with Machine Learning Algorithms

✭ 99

jupyter-notebook deep-learning machine-learning bitcoin deep-neural-networks time-series machine-learning-algorithms prediction xgboost future forecast

Sci Pype

A Machine Learning API with native redis caching and export + import using S3. Analyze entire datasets using an API for building, training, testing, analyzing, extracting, importing, and archiving. This repository can run from a docker container or from the repository.

✭ 90

python jupyter-notebook machine-learning docker redis data-science docker-compose jupyter s3 xgboost ipython ipython-notebook stock-price-prediction

Dc Hi guides

[Data Castle 算法竞赛] 精品旅行服务成单预测 final rank 11

✭ 83

python data-mining xgboost lightgbm stacking

Fraud Detection Using Machine Learning

Setup end to end demo architecture for predicting fraud events with Machine Learning using Amazon SageMaker

✭ 80

jupyter-notebook deep-learning machine-learning xgboost

Predicting real estate prices using scikit Learn

Predicting Amsterdam house / real estate prices using Ordinary Least Squares-, XGBoost-, KNN-, Lasso-, Ridge-, Polynomial-, Random Forest-, and Neural Network MLP Regression (via scikit-learn)

✭ 78

python machine-learning neural-network xgboost random-forest decision-trees ensemble-learning

Mlbox

MLBox is a powerful Automated Machine Learning python library.

✭ 1,199

python deep-learning machine-learning data-science keras optimization classification distributed pipeline kaggle automl regression encoding prediction xgboost lightgbm automated-machine-learning stacking

Allstate capstone

Allstate Kaggle Competition ML Capstone Project

✭ 72

jupyter-notebook machine-learning tutorial data-science keras neural-network notebook kaggle xgboost udacity cudnn capstone keras-tutorials

Home Credit Default Risk

Default risk prediction for Home Credit competition - Fast, scalable and maintainable SQL-based feature engineering pipeline

✭ 68

python machine-learning kaggle xgboost feature-engineering

Cikm analyticup 2017

CIKM AnalytiCup 2017 is an open competition that is sponsored by Shenzhen Meteorological Bureau, Alibaba Group and CIKM2017. Our team got the third place in the first phrase. And in the second phrase we got the fourth place.

✭ 66

python xgboost gru

Tpot

A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

✭ 8,378

python Jupyter Notebook shell machine-learning data-science automation scikit-learn automl xgboost hyperparameter-optimization random-forest feature-engineering automated-machine-learning gradient-boosting model-selection parameter-tuning

Open Solution Value Prediction

Open solution to the Santander Value Prediction Challenge 🐠

✭ 34

python deep-learning machine-learning data-science open-source education training sklearn xgboost reproducibility lightgbm competition

Mljar Supervised

Automated Machine Learning Pipeline with Feature Engineering and Hyper-Parameters Tuning 🚀

✭ 961

python machine-learning data-science neural-network scikit-learn automl xgboost hyperparameter-optimization random-forest feature-engineering lightgbm automated-machine-learning

Machine Learning Alpine

Alpine Container for Machine Learning

✭ 30

python jupyter-notebook machine-learning docker tensorflow keras numpy pandas scikit-learn matplotlib alpine xgboost

Text Classification Benchmark

文本分类基准测试

✭ 18

python machine-learning text-classification xgboost svm logistic-regression random-forest lightgbm

Kfserving

Serverless Inferencing on Kubernetes

✭ 809

hacktoberfest machine-learning pytorch tensorflow artificial-intelligence istio sklearn xgboost

Awesome Gradient Boosting Papers

A curated list of gradient boosting research papers with implementations.

✭ 704

python deep-learning machine-learning xgboost random-forest classifier lightgbm gradient-boosting h2o

Hyperparameter hunter

Easy hyperparameter optimization and automatic result saving across machine learning algorithms and libraries

✭ 648

python deep-learning machine-learning data-science keras neural-network artificial-intelligence ai optimization scikit-learn ml sklearn xgboost hyperparameter-optimization feature-engineering lightgbm hyperparameter-tuning

Data Science Competitions

Goal of this repo is to provide the solutions of all Data Science Competitions(Kaggle, Data Hack, Machine Hack, Driven Data etc...).

✭ 572

machine-learning data-science kaggle xgboost kaggle-competition

Openscoring

REST web service for the true real-time scoring (<1 ms) of Scikit-Learn, R and Apache Spark models

✭ 536

java r api real-time scikit-learn apache-spark xgboost lightgbm

Rong360

用户贷款风险预测

✭ 489

python jupyter-notebook data-mining xgboost

Xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

✭ 22,017

C++python Cuda scala r java machine-learning distributed-systems xgboost gbdt gbm gbrt

Ai competitions

AI比赛相关信息汇总

✭ 443

ai matplotlib sklearn xgboost lightgbm

Mli Resources

H2O.ai Machine Learning Interpretability Resources

✭ 428

python jupyter-notebook machine-learning data-science data-mining xgboost interpretability transparency h2o

Featran

A Scala feature transformation library for data science and machine learning

✭ 420

scala tensorflow data spark ml xgboost flink

Open Solution Home Credit

Open solution to the Home Credit Default Risk challenge 🏡

✭ 397

python python3 deep-learning machine-learning open-source pipeline kaggle xgboost feature-engineering reproducibility lightgbm competition

Drishti

Real time eye tracking for embedded and mobile devices.

✭ 325

android ios object-detection face-detection xgboost dlib acf face-tracking gradient-boosting

Deeplearning

Python for《Deep Learning》，该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现

✭ 4,020

python deep-learning machine-learning xgboost bayesian ensemble-learning regularization

Autoviz

Automatically Visualize any dataset, any size with a single line of code. Created by Ram Seshadri. Collaborators Welcome. Permission Granted upon Request.

✭ 310

python python3 machine-learning visualization scikit-learn automl xgboost automated-machine-learning

Xgboost Predictor Java

Pure Java implementation of XGBoost predictor for online prediction tasks.

✭ 302

java machine-learning xgboost

Tgboost

Tiny Gradient Boosting Tree

✭ 302

java machine-learning xgboost

My Data Competition Experience

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