This page contains a moderated list of examples, tutorials, articles, and research papers about AutoGluon use cases. It is inspired by awesome-machine-learning.
We will be happy to add your success story using AutoGluon to this list. Send us a pull request if you want to include your case here.
- AutoML Fall School 2022 - Hands-on tutorial AutoGluon
- This is the most up-to-date indepth tutorial of AutoGluon, presented by @innixma
- (Live, 2023/01/09) Rank 1/689 : Tabular Regression with the California Housing Dataset
- (Live, 2023/02/20) Rank 9/703 : Tabular Regression with a Paris Housing Price Dataset
- (Live, 2023/03/06) Rank 6/734 : Tabular Regression with a Gemstone Price Dataset
- (Live, 2023/03/08) Rank 2/58 : ML Olympiad - Water Quality Prediction
- (Live, 2023/03/11) Top 3% : Titanic - Machine learning from Disaster
- (Hist, 2022/03/22) Rank 24/3507 : Otto Group Product Classification Challenge
- AMLB: An AutoML Benchmark
- For a thorough comparison of AutoGluon and other modern AutoML systems, please refer to the 2022 paper "AMLB: An AutoML Benchmark" where AutoGluon is shown to be the state-of-the-art among AutoML systems on tabular data.
- We encourage all users to benchmark AutoGluon & other AutoML frameworks on AMLB.
- This is our preferred benchmark as it is widely accepted and trusted within the AutoML community.
- (2023/04/28) Benchmarking Automated Machine Learning Methods for Price Forecasting Applications
- This paper compares various traditional and AutoML methods for price forecasting problems, with AutoGluon achieving the strongest results.