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White papers, data sheets, research and videos from the H2O team.
| Description | Open | |||
|---|---|---|---|---|
| 2026-09-30 | H2O.ai Named a Visionary in the 2026 Gartner® Magic Quadrant™ | For the fourth consecutive time, we have been recognized as a Visionary in the 2026 Gartner® Magic Quadrant™ for AI Platforms for Data Science and Machine Learning. | White paper | |
| 2026-08-13 | TabH2O: A Unified Foundation Model for Tabular Prediction (opens in a new tab) | Pascal Pfeiffer, Dmitry Gordeev, Mathias Müller, Laura Fink, Joan Salvà Soler, Mark Landry, Branden Murray, Marcos V. Conde, Sri Satish Ambati · Arxiv | Research paper | |
| 2024-10-17 | H2OVL-Mississippi Vision Language Models Technical Report (opens in a new tab) | Shaikat Galib, Guanshuo Xu, Pascal Pfeiffer, Ryan Chesler, Mark Landry, Sri Satish Ambati · Technical Report | Research paper | |
| 2024-10-02 | Model Validation Practice in Banking: A Structured Approach (opens in a new tab) | Agus Sudjianto · Technical Report | Research paper | |
| 2024-07-31 | Automatic Generation of Behavioral Test Cases For Natural Language Processing Using Clustering and Prompting (opens in a new tab) | Agus Sudjianto et al. · Technical Report | Research paper | |
| 2024-07-12 | H2O-Danube3 Technical Report (opens in a new tab) | Pascal Pfeiffer, Philipp Singer, Yauhen Babakhin, Gabor Fodor, Sri Satish Ambati · Technical Report | Research paper | |
| 2024-02-20 | LLM - Detect AI Generated Text | A Kaggle Grandmaster walks through his second-place solution to LLM Detect AI Generated Text, telling student essays from LLM-written ones. | Video | |
| 2024-01-30 | H2O-Danube-1.8B Technical Report (opens in a new tab) | Philipp Singer, Pascal Pfeiffer, Yauhen Babakhin, Gabor Fodor, Sri Satish Ambati · Technical Report | Research paper | |
| 2024-01-18 | H2O Generative AI Ecosystem Overview | The closing overview in H2O's generative AI series: the full path from raw documents to a working GenAI app, from LLM Data Studio to fine-tuning. | Video | |
| 2023-12-06 | H2O Open Ecosystem for State-of-the-art Large Language Models (opens in a new tab) | Arno Candel, Jon McKinney, Philipp Singer, Pascal Pfeiffer, Maximilian Jeblick, Chun Ming Lee, Marcos V. Conde · EMNLP Conference | Research paper | |
| 2023-12-01 | Building, Evaluating, and Optimizing your RAG App for Production | Jerry Liu | LlamaIndex co-founder Jerry Liu on taking a RAG system from a five-line prototype to production: the two-stage stack and the common failure modes. | Video | |
| 2023-11-29 | Mastering Classification & Regression with LLMs: Insights from Kaggle Competitions | Philipp Singer | H2O's Philipp Singer on applying LLMs to classic classification and regression, comparing zero-shot prompting and more on financial sentiment data. | Video | |
| 2023-11-14 | Mastering LLM Data Preparation with LLM DataStudio: A Step-by-Step Guide | H2O's Andreea Turcu on why data preparation is often the hardest part of working with LLMs, and how LLM Data Studio addresses it, step by step. | Video | |
| 2023-07-10 | Rapid Deforestation and Burned Area Detection using Deep Multimodal Learning on Satellite Imagery (opens in a new tab) | Gabor Fodor, Marcos V. Conde · CVPR MultiEarth Workshop | Research paper | |
| 2023-06-29 | H2O.ai Launches H2OGPT and LLM Studio: Build Your Own Enterprise Grade Chatbots | H2O's open source h2oGPT and LLM Studio releases, for building transparent, secure chatbots without sharing data externally, including no-code custom GPTs. | Video | |
| 2023-06-20 | Demo of sketch2app by H2O.ai: Instantly convert sketches to fully functional AI applications | A demo of sketch2app by H2O, showing how the tool converts hand-drawn sketches into fully functional AI applications, from drawing to working app. | Video | |
| 2023-06-19 | Revolutionize Your Data Science Workflows with H2O.ai: The Ultimate Automation Guide! | A Driverless AI starter course from H2O University, end to end on a real credit-score dataset: Aquarium trial, data import, visualization, and experiments. | Video | |
| 2023-06-13 | h2oGPT: Democratizing Large Language Models (opens in a new tab) | Arno Candel, Jon McKinney, Philipp Singer, Pascal Pfeiffer, Maximilian Jeblick, Prithvi Prabhu, Jeff Gambera, Mark Landry, Shivam Bansal, Ryan Chesler, Chun Ming Lee, Marcos V. Conde, Pasha Stetsenko, Olivier Grellier, SriSatish Ambati · Technical Report | Research paper | |
| 2023-05-03 | h2oGPT Demo | A short product demo video showcasing h2oGPT, the open source generative AI chat model from H2O. Watch h2oGPT in action in this quick demo. | Video | |
| 2023-04-26 | The Fine Art of Fine-Tuning Large Language Models Talk at H2O World India | H2O Kaggle Grandmaster Pascal on the three-stage path to a custom LLM: a pretrained foundation model, fine-tuning on curated data, and optional RLHF. | Video | |
| 2023-04-26 | Keynote by IFFCO-Tokio General Insurance at H2O World India 2023 | IFFCO-Tokio's Seema Gorman traces the insurer's AI journey from 2019 to 2023, from motor damage assessment to fraud detection built with H2O. | Video | |
| 2023-04-26 | Kaggle Grandmaster Panel at H2O World India | Four H2O Kaggle Grandmasters at H2O World India on competitive data science: what it takes to reach Grandmaster, the sacrifices, and the skills built. | Video | |
| 2023-04-25 | Keynote by Sri Ambati, Founder & CEO, H2O.ai at H2O World India 2023 | A keynote address by Sri Ambati, founder and CEO of H2O, delivered at H2O World India 2023. Watch the full keynote recording on demand. | Video | |
| 2023-04-25 | Fireside chat with Dr Andrew McMullan, CommBank & Sri Ambati | CBA's Dr Andrew McMullan and H2O CEO Sri Ambati on the bank's decade-long AI journey and its real-time customer engagement engine of 1,000+ models. | Video | |
| 2023-04-03 | Explaining Models built in H2O-3 | An H2O principal data scientist on model explainability in H2O-3: responsible AI basics, then a GBM on Lending Club data explained with h2o.explain. | Video | |
| 2023-03-16 | Data Annotation has never been simpler: Label Genie Introduction | An introduction to Label Genie for annotating text, image, and audio data: import a dataset, build a task, label by hand, then use zero-shot labeling. | Video | |
| 2023-01-18 | AI in the Payment Industry by Karamjit Singh (Mastercard) | Mastercard's Karamjit Singh on how AI is applied across payments, from third-party fraud like account takeover to first-party fraud and chargebacks. | Video | |
| 2022-12-04 | How Horse Racing Predictions with H2O.ai Saved a Local Insurance Company $8M a Year | Simply AI's Matthew Foster on predicting the Melbourne Cup winner with H2O AutoML, and carrying that approach into an insurance company's Snowflake work. | Video | |
| 2022-12-02 | H2O-3 Open Source, Distributed Machine Learning for Everyone at H2O World Sydney 2022 | A tour of H2O-3, H2O's open source distributed machine learning platform, at H2O World Sydney 2022: H2O Frames, algorithms, and H2O AutoML. | Video | |
| 2022-11-28 | Keynote Session by Commbank with Sonal Surana | CBA's Sonal Surana on scaling H2O Document AI to millions of documents a day, four months after early access, from payslips to bank statements. | Video | |
| 2022-11-28 | Fireside Chat with Matt Comyn and Sri Ambati at H2O World Sydney 2022 | CBA CEO Matt Comyn and H2O CEO Sri Ambati at H2O World Sydney on the bank's Customer Engagement Engine: about 450 models across 16 million customers. | Video | |
| 2022-11-28 | AI in Insurance: Resolution Life's AI Journey with Rajesh Malla | Resolution Life's Rajesh Malla on building a claims triage model with H2O Driverless AI that classifies a claim within 15 seconds of submission. | Video | |
| 2022-11-21 | A Brief Overview of AI Governance for Responsible Machine Learning Systems (opens in a new tab) | Navdeep Gill, Abhishek Mathur, Marcos V. Conde · NeurIPS 2022 TSRML Workshop | Research paper | |
| 2022-10-20 | General Image Descriptors for Open World Image Retrieval using ViT CLIP (opens in a new tab) | Ivan Aerlic, Simon Jégou · ECCV 2022 Instance-Level Recognition Workshop | Research paper | |
| 2022-10-11 | Make with H2O.ai: Getting Started with H2O AI Feature Store | AT&T's Prince Paul Raj and H2O's head of products on why AT&T partnered with H2O to build H2O AI Feature Store, with a demo of how the feature store works. | Video | |
| 2022-08-23 | Make with H2O.ai: Getting Started with H2O Driverless AI | An H2O data scientist walks through Driverless AI and previews the Predict Wizard, tracing H2O's tooling from open source H2O-3 and AutoML to Driverless AI. | Video | |
| 2022-08-02 | Make with H2O.ai : Getting Started with H2O Document AI | An introduction to H2O Document AI, which trains models to extract structured data from faxes, PDFs, and scans, demoed on a UCSF medical referral use case. | Video | |
| 2022-07-26 | Make with H2O ai: Accuracy Masterclass Part 1 - Choosing the "Right" Metric for Success | A masterclass on choosing the right evaluation metric: regression metrics from RMSE to RMSLE, and classification metrics, from a Kaggle Grandmaster. | Video | |
| 2022-07-13 | Make with H2O.ai: Natural Language Processing with H2O Hydrogen Torch | An introduction to H2O Hydrogen Torch, the no-code deep learning engine for unstructured data such as text, images, video, and audio, and why it exists. | Video | |
| 2022-06-30 | H2O AI Cloud Demo | A live demo of a full machine learning workflow in H2O AI Cloud (now the H2O Sovereign AI Platform) on a telco customer churn dataset, from data to AutoML. | Video | |
| 2022-06-21 | Make with H2O AI: Overview of H2O AI Cloud | The first Make with H2O AI session: an overview of H2O AI Cloud (now the H2O Sovereign AI Platform) and its make-operate-innovate framework. | Video | |
| 2022-06-02 | Building AI Apps with H2O Wave by Martin Turoci | H2O's Martin Turoci live-codes an app in H2O Wave, a Python framework for web-based AI apps without HTML, CSS, or JavaScript, from empty project to deploy. | Video | |
| 2022-05-10 | H2O.ai and UCSF CDHI Interview with Healthcare IT Today at HIMSS 2022 | Document AI | At HIMSS 2022, UCSF's Bob Rogers and H2O CEO Sri Ambati discuss UCSF's Document AI pipeline for the 1.4 million faxes, many of them referrals, it gets a year. | Video | |
| 2022-03-18 | Overview: H2O Hydrogen Torch | A walkthrough of H2O Hydrogen Torch, deep learning for image, text, and audio data, using object detection to find weed heads in agricultural images. | Video | |
| 2022-03-18 | H2O Driverless AI Demo | A demo of H2O Driverless AI for supervised learning: connect a data source, explore and visualize data, split for testing, and launch an AutoML experiment. | Video | |
| 2022-03-18 | H2O Driverless AI Anthem | A brand anthem video introducing H2O as a leader in open source machine learning, and Driverless AI as the way to automate the data science workflow. | Video | |
| 2022-03-18 | Getting Started with H2O Driverless AI | A high-level tour of Driverless AI alongside open source H2O-3 and Sparkling Water, walking through its seven core components before a live demo. | Video | |
| 2022-03-18 | Driverless AI: Your Expert System for AI | Sri Ambati and Arno Candel introduce a Driverless AI release built on GPU speed, Kaggle Grandmaster recipes, and a new interpretability suite. | Video | |
| 2022-03-18 | AI-Driven Marketing Mix Modeling | Allergan/AbbVie's marketing sciences team on moving marketing mix modeling from linear regression to gradient boosting with Shapley value attribution. | Video | |
| 2022-03-11 | Data Science with H2O.ai: An Introduction to Machine Learning and Predictive Modeling | H2O's John Farland introduces core machine learning concepts, the data science lifecycle, and the H2O platform from its open source H2O-3 roots onward. | Video | |
| 2019-10-23 | Scott Lundberg, Microsoft Research - Explainable Machine Learning with Shapley Values - #H2OWorld | Microsoft Research's Scott Lundberg explains SHAP, which attributes a model's prediction to its input features with game-theoretic Shapley values. | Video | |
| 2019-06-19 | Introduction to H2O Driverless AI by Marios Michailidis | Kaggle Grandmaster Marios Michailidis introduces Driverless AI and how it automates feature engineering, model selection, and hyperparameter tuning. | Video | |
| 2019-04-01 | H2O Driverless AI Demo | A hands-on Driverless AI walkthrough on a Kaggle credit card default dataset: data import, train/test split, visualization, experiments, and interpretation. | Video | |
| 2018-11-02 | Kaggle Grandmaster Panel - H2O AI World London 2018 | Kaggle Grandmasters answer questions at H2O World London 2018: validation before modeling, hours per week, favorite tools, and how to spot leakage. | Video | |
| 2018-11-02 | Invoice 2 Vec: Creating AI to Read Documents - Mark Landry - H2O AI World London 2018 | H2O's Mark Landry presents Invoice2Vec, a project to extract dates and totals from business documents, and why off-the-shelf OCR alone falls short. | Video | |
| 2018-06-25 | Practical Tips for Interpreting Machine Learning Models - Patrick Hall, H2O.ai | Patrick Hall condenses machine learning interpretability into nine practical tips, from sensitivity analysis to testing the explanation software itself. | Video | |
| 2018-03-20 | Scalable Automatic Machine Learning in H2O | Erin LeDell explains automatic machine learning and how open source H2O AutoML implements it, from preprocessing to grid search and stacked ensembles. | Video | |
| 2017-12-19 | Interpretable Machine Learning Using LIME Framework - Kasia Kulma (PhD), Data Scientist, Aviva | Aviva data scientist Kasia Kulma explains why black-box models need interpretability tools, and how the LIME framework explains individual predictions. | Video | |
| 2017-12-12 | Democratizing Intelligence - Sri Ambati, CEO & Co-Founder, H2O.ai | In his H2O World 2017 keynote, CEO Sri Ambati unveils Driverless AI, H2O's GPU-accelerated automatic machine learning platform, and the philosophy behind it. | Video | |
| 2017-12-11 | Intro to AutoML + Hands-on Lab - Erin LeDell, Machine Learning Scientist, H2O.ai | Erin LeDell introduces H2O AutoML at H2O World 2017: random grid search plus stacked ensembles, preprocessing, tuning, early stopping, and the leaderboard. | Video | |
| 2017-12-06 | Feature Engineering with H2O - Dmitry Larko, Senior Data Scientist, H2O.ai | H2O's Dmitry Larko gives a practical tour of feature engineering: what it is versus data cleaning, and the encodings that make a great tabular model. | Video | |
| 2017-10-06 | Automatic Feature Engineering with Driverless AI | Kaggle Grandmaster Dmitry Larko explains how Driverless AI automates feature engineering, the step that most separates good data scientists from the best. | Video | |
| 2016-01-21 | Zurich Insurance on Open Source Machine Learning | Zurich North America's Connor Jensen on why the insurer made open source machine learning a core strategic investment, and why distributed analytics matters. | Video | |
| 2016-01-12 | Capital One on H2O Machine Learning | Capital One data scientist Brandon Herer on why the company adopted H2O: faster iteration on terabyte-scale data, no vendor lock-in, clearer results. | Video | |
| 2014-12-02 | Venkatesh Ramanathan, Paypal - Fraud Detection Using H2O’s Deep Learning | PayPal's Venkatesh Ramanathan on using H2O deep learning for fraud detection across transaction, account, and network risk, on a 10M-row Hadoop dataset. | Video |