h2oai/tutorials

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h2oai/tutorials

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This is a repo for all the tutorials put out by H2O.ai. This includes learning paths for Driverless AI, H2O-3, Sparkling Water and more...

AI Tutorials

H2O.ai created AI Tutorials out of inspiration for democratizing open source, distributed machine learning. Our tutorials are open to anyone in the community who would like to learn Distributed Machine Learning through step-by-step tutorials. Tutorials housed here are targeted at people of all skill levels.

Tutorials are developed and maintained on Github and published onto the H2O.ai Self-Paced Courses Landing Page.

New to AI?

Begin your journey by browsing the tutorials in the H2O.ai Self-Paced Courses Landing Page

Running Into Issues With Tutorials?

If you are certain there is an issue with the tutorial, please create a new issue on Github, and we will do our best to resolve it.

Interested In Contributing Updates Or New Tutorials?

Fix issues, help clarify topics, update a tutorial to be compatible with the newest releases, or even create a brand new tutorial!

If you'd rather suggest changes or fixes to make, or if you have an idea for a new tutorial you'd like to see, feel free to create a new issue, and a community member will check it out.

h2ogpt

Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports oLLaMa, Mixtral, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://gpt-docs.h2o.ai/

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.

Jupyter Notebook

h2o-llmstudio

H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/

wave

Realtime Web Apps and Dashboards for Python and R

h2o-2

Please visit https://github.com/h2oai/h2o-3 for latest H2O

datatable

A Python package for manipulating 2-dimensional tabular data structures

h2o-tutorials

Tutorials and training material for the H2O Machine Learning Platform

Jupyter Notebook

sparkling-water

Sparkling Water provides H2O functionality inside Spark cluster

mli-resources

H2O.ai Machine Learning Interpretability Resources

Jupyter Notebook

h2o4gpu

H2Oai GPU Edition

h2o-meetups

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

Jupyter Notebook

awesome-h2o

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

db-benchmark

reproducible benchmark of database-like ops

pystacknet

Jupyter Notebook

deepwater

Deep Learning in H2O using Native GPU Backends

h2o-wizardlm

Open-Source Implementation of WizardLM to turn documents into Q:A pairs for LLM fine-tuning

driverlessai-recipes

Recipes for Driverless AI

nitro

Create apps 10x quicker, without Javascript/HTML/CSS.

wave-apps

Sample AI Apps built with H2O Wave.

h2o-flow

Web based interactive computing environment for H2O

enterprise-h2ogpte

Client Code Examples, Use Cases and Benchmarks for Enterprise h2oGPTe RAG-Based GenAI Platform

rsparkling

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

steam

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

h2o-world-2014-training

training material

h2o-sparkling

DEPRECATED! Use https://github.com/h2oai/sparkling-water repository! H2O and Spark interoperability based on Tachyon.

app-consumer-loan

h2o-kubeflow

h2o-droplets

Templates for projects based on top of H2O.

driverlessai-tutorials

H2OAI Driverless AI Code Samples and Tutorials

Jupyter Notebook

app-malicious-domains

Domain name classifier looking for good vs. possibly malicious providers

data-science-examples

A collection of data science examples implemented across a variety of languages and libraries.

xgboost-predictor

wave-ml

Automatic Machine Learning (AutoML) for Wave Apps

AITD

Jupyter Notebook

h2o-LLM-eval

Large-language Model Evaluation framework with Elo Leaderboard and A-B testing

Jupyter Notebook

Deep-Learning-with-h2o-in-R

Deep neural networks on over 50 classification problems from the UC Irvine Machine Learning Repository

sql-sidekick

Experiment on QnA tabular data using LLMs and SQL

h2o.js

Node.js bindings to H2O, the open-source prediction engine for big data science.

perf

Performance Benchmarks

Jupyter Notebook

typesentry

Python 2.7 & 3.5+ runtime type-checker

covid19-datasets

h2o-kubernetes

H2O Open Source Kubernetes operator and a command-line tool to ease deployment (and undeployment) of H2O open-source machine learning platform H2O-3 to Kubernetes.

mlops-dai-runtimes

Production ready templates for deploying Driverless AI (DAI) scorers. https://h2oai.github.io/dai-deployment-templates/

genai-app-store-apps

GenAI apps from H2O made Wave

qcon2015

Repository for SF QConf 2015 Workshop

h2o3-sagemaker

Integrating H2O-3 AutoML with Amazon Sagemaker

wave-image-styling-playground

A interactive playground to style and edit images, generate art and have fun.

article-information-2019

Article for Special Edition of Information: Machine Learning with Python

Jupyter Notebook

social_ml

challenge-wildfires

Starter kit for H2O.ai competition Challenge Wildfires.

Jupyter Notebook

h2o-jenkins-pipeline-lib

Library of different Jenkins pipeline building blocks.

haic-tutorials

Jupyter Notebook

wave-h2o-automl

Wave App for H2O AutoML

cvpr-multiearth-deforestation-segmentation

Jupyter Notebook

ht-catalog

Diverse collection of 100 Hydrogen Torch Use-Cases by different industries, data-types, and problem types

app-ask-craig

Ask Craig application

dai-deployment-examples

Examples for deploying Driverless AI (DAI) scorers.

ml-security-audits

wave-big-data-visualizer

xai_guidelines

Guidelines for the responsible use of explainable AI and machine learning

Jupyter Notebook

authn-py

Universal Token Provider

h2o-scoring-service

Scoring service backend by model POJOs.

app-news-classification

jdupes

H2O.ai fork of https://codeberg.org/jbruchon/jdupes

covid19-backtesting-publication

Jupyter Notebook

fluid

Rapid application development for a more... civilized age.

app-mojo-servlet

Example of putting a mojo zip file as a resource into a java servlet.

cloud-discovery-py

H2O Cloud Discovery Client.

jacocoHighlight

h2o-automl-paper

H2O AutoML paper

docai-recipes

Jupyter Notebook

deepwater-nae

h2oai-power-nae

nitro-matplotlib

Matplotlib plugin for H2O Nitro

h2o-cloud

H2O Cloud code.

Jupyter Notebook

nitro-plotly

Plotly plugin for H2O Nitro

h2o-rf1-bench

residuals-vis

wave-r-data-table

This wave application is a R data.table tutorial and interactive learning environment developed using the wave library for R.

python-chat-ui

h2o_genai_training

Repository for H2O.ai's Generative AI Training

Jupyter Notebook

roc-chart

driverlessai-alt-containers

camelot

Modified version of https://github.com/camelot-dev/camelot

nitro-bokeh

Bokeh plugin for H2O Nitro

wave-amlb

Wave Dashboard for the OpenML AutoML Benchmark

h2o-evals

Bring Your Own Evals

pydart

Dart/Flutter <-> Python transpiler

app-titanic

h2o3-xgboost-nae

residuals-vis-example-project

py-repo

Python package repository

dai-centos7-x86_64-nae

correlation-graph

lightning

High performance, interactive statistical graphics engine for the web.

residuals-vis-data

2017-06-21-hackathon

Meetup Hackathon 06/21/2017

h2o-health

An initiate of H2O.ai to build AI apps to solve complex healthcare and life science problems

h2o-google-bigquery

dallas-tutorials

Temporary repository for fast git cloning during the h2o dallas event.

Jupyter Notebook