Top 29 h2o open source projects

Materials for GWU DNSC 6279 and DNSC 6290.

✭ 217

python r jupyter-notebook machine-learning data-science image-processing data-visualization data-mining text-mining image-recognition h2o

Remixautoml

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

Benchmarks

Comparison tools

✭ 139

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

H2o Tutorials

Tutorials and training material for the H2O Machine Learning Platform

✭ 1,305

python r jupyter-notebook deep-learning machine-learning tutorial data-science h2o

Rsparkling

RSparkling: Use H2O Sparkling Water from R (Spark + R + Machine Learning)

✭ 65

r deep-learning machine-learning data-science spark big-data h2o

Ksql Fork With Deep Learning Function

Deep Learning UDF for KSQL, the Streaming SQL Engine for Apache Kafka with Elasticsearch Sink Example

✭ 64

java deep-learning kafka stream h2o

H2o.docker

docker files for h2o http2 webserver

✭ 33

shell docker http2 webserver h2o

Vds

Verteego Data Suite

✭ 9

python shell r machine-learning data-science visualization workflow jupyter anaconda h2o

Sparkling Water

Sparkling Water provides H2O functionality inside Spark cluster

✭ 887

scala machine-learning api spark integration h2o

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

Kafka Streams Machine Learning Examples

This project contains examples which demonstrate how to deploy analytic models to mission-critical, scalable production environments leveraging Apache Kafka and its Streams API. Models are built with Python, H2O, TensorFlow, Keras, DeepLearning4 and other technologies.

✭ 661

python java deep-learning machine-learning tensorflow keras open-source kafka keras-tensorflow kafka-streams kafka-client h2o deeplearning4j

H2o 3

H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.

✭ 5,656

python java r Jupyter Notebook HTML CSS deep-learning machine-learning data-science gpu spark opensource big-data distributed hadoop automl random-forest multi-threading ensemble-learning pca h2o naive-bayes gbm

Interpretable machine learning with python

Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

✭ 530

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

Mli Resources

H2O.ai Machine Learning Interpretability Resources

✭ 428

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

H2o Meetups

Presentations from H2O meetups & conferences by the H2O.ai team

✭ 405

jupyter-notebook presentations h2o meetups

Cudf

cuDF - GPU DataFrame Library

✭ 4,370

C++Cuda python java cython CMake gpu cuda pandas machine-learning-algorithms arrow python-api anaconda h2o mapd gpu-dataframe rapids cudf

Kataribe

Access log profiler based on response time

✭ 298

go nginx log apache profiler analyzer h2o

Awesome H2o

A curated list of research, applications and projects built using the H2O Machine Learning platform

✭ 293

deep-learning machine-learning awesome awesome-list data-science h2o

ForestFlow

ForestFlow is a policy-driven Machine Learning Model Server. It is an LF AI Foundation incubation project.

✭ 55

scala java shell machine-learning h2o model-deployment

sldm4-h2o

Statistical Learning & Data Mining IV - H2O Presenation & Tutorial

✭ 26

HTML machine-learning tutorial deep-learning h2o statistical-learning autoencoder

steam

DEPRECATED Build, manage and deploy H2O's high-speed machine learning models.

✭ 59

java go typescript python CSS shell steam h2o deprecated archived

pyh2o

Python binding for the H2O HTTP server

✭ 25

python shell http performance server websocket http2 h2o

telco-customer-churn-in-r-and-h2o

Showcase for using H2O and R for churn prediction (inspired by ZhouFang928 examples)

✭ 59

r machine-learning h2o showcase gradient-boosting-machine grid-search churn-prediction h2oai rsuite

mercury-ml

Mercury-ML is an open source Machine Learning workflow management library. Its core contributors are employees of Alexander Thamm GmbH

✭ 37

python machine-learning tensorflow h2o keras workflow-management

skutil

NOTE: skutil is now deprecated. See its sister project: https://github.com/tgsmith61591/skoot. Original description: A set of scikit-learn and h2o extension classes (as well as caret classes for python). See more here: https://tgsmith61591.github.io/skutil

✭ 29

python fortran shell machine-learning sklearn h2o pandas

exemplary-ml-pipeline

Exemplary, annotated machine learning pipeline for any tabular data problem.

✭ 23

Jupyter Notebook python modeling sklearn h2o data-visualization feature-selection feature-engineering data-cleaning machine-learning-pipelines feature-scaling data-imputation featuretools feature-encoding

nih-chest-xray

Identifying diseases in chest X-rays using convolutional neural networks

✭ 83

Jupyter Notebook python deep-learning mxnet h2o keras convolutional-neural-networks nih chest-xrays chestxray14

forecastVeg

A Machine Learning Approach to Forecasting Remotely Sensed Vegetation Health in Python

✭ 44

python r machine-learning h2o prediction artificial-intelligence hyperparameters forecasting gbm ensemble satellite-imagery modis drought ensemble-model landuse vegetation-health

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