awesome-h2o
github.com/h2oai/awesome-h2o ↗A curated list of research, applications and projects built using the H2O Machine Learning platform
Use this list with your AI agent
Add the Context Awesome MCP server to Claude, Cursor, or any MCP client, then ask:
"Show me research papers resources from awesome-h2o"
Installation instructions →What's inside
Research Papers
- Adaptive modelling of spatial diversification of soil classification units. Journal of Water and Land Development
- Algorithmic trading using deep neural networks on high frequency data
- An Open Source AutoML Benchmark
- Appendectomy during the COVID-19 pandemic in Italy: a multicenter ambispective cohort study by the Italian Society of Endoscopic Surgery and new technologies (the CRAC study)
- askMUSIC: Leveraging a Clinical Registry to Develop a New Machine Learning Model to Inform Patients of Prostate Cancer Treatments Chosen by Similar Men
- Automated machine learning: AI-driven decision making in business analytics
Blog Posts & Tutorials
- Analytics at Scale: h2o, Apache Spark and R on AWS EMR
- Anomaly Detection With Isolation Forests Using H2O
- Artificial Intelligence Made Easy with H2O.ai: A Comprehensive Guide to Modeling with H2O.ai and AutoML in Python
- Autoencoders and anomaly detection with machine learning in fraud analytics
- Automated and unmysterious machine learning in cancer detection
- Building deep neural nets with h2o and rsparkling that predict arrhythmia of the heart
Benchmarks
- Are categorical variables getting lost in your random forests?
Benchmark of categorical encoding schemes and the effect on tree based models (Scikit-learn vs H2O). Oct 28, 2016
- Deep learning in R
Benchmark of open source deep learning packages in R. Mar 7, 2016
- Szilard's machine learning benchmark
Benchmarks of Random Forest, GBM, Deep Learning and GLM implementations in common open source ML frameworks. Jul 3, 2015
Books
Courses
- Coursera: How to Win a Data Science Competition: Learn from Top Kagglers
Advanced Machine Learning Specialization.
- GWU: Data Mining (Decision Sciences 6279)
Masters of Science in Business Analytics.
- UCLA: Tools in Data Science (STATS 418)
Masters of Applied Statistics Program.
- University of Cape Town: Analytics Module
Postgraduate Honors Program in Statistical Sciences.
- University of Oslo: Introduction to Automatic and Scalable Machine Learning with H2O and R
Research Bazaar 2019
- University of San Francisco (USF) Distributed Data System Class (MSDS 697)
Master of Science in Data Science Program.
Software
Showing a sample of 93 resources. View the full list on GitHub →