README.md

AIDE: Autonomous AI for Data Science

Welcome to the official repository for AIDE, an AI system that can automatically solve data science tasks at a human level, and with human input, it can perform even better. We believe giving developers and researchers direct access to AIDE locally, with local compute and choice to use their own LLM keys, is the most straightforward way to make it useful. That's why we'll open-source it, and the tentative timeline is it will arrive before the end of April. Currently, this repository serves as a gallery showcasing its solutions for 60+ Kaggle competitions we tested.

About AIDE

AIDE is an AI-powered data science assistant that can autonomously understand task requirements, design, and implement solutions. By leveraging large language models and innovative agent architectures, such as the Solution Space Tree Search algorithm, AIDE has achieved human-level performance on a wide range of data science tasks, outperforming over 50% of human data scientists on Kaggle competitions.

Gallary

task_name	top%_mean	file_link	competition_link
bike-sharing-demand	0.24	bike-sharing-demand.py	competition link
tabular-playground-series-jul-2021	0.16	tabular-playground-series-jul-2021.py	competition link
tabular-playground-series-jan-2022	0.48	tabular-playground-series-jan-2022.py	competition link
tabular-playground-series-feb-2022	0.25	tabular-playground-series-feb-2022.py	competition link
tabular-playground-series-feb-2021	0.71	tabular-playground-series-feb-2021.py	competition link
tabular-playground-series-aug-2022	0.59	tabular-playground-series-aug-2022.py	competition link
playground-series-s3e24	0.55	playground-series-s3e24.py	competition link
playground-series-s3e23	0.2	playground-series-s3e23.py	competition link
playground-series-s3e22	0.87	playground-series-s3e22.py	competition link
playground-series-s3e19	0.18	playground-series-s3e19.py	competition link
playground-series-s3e18	0.26	playground-series-s3e18.py	competition link
playground-series-s3e17	0.46	playground-series-s3e17.py	competition link
playground-series-s3e16	0.64	playground-series-s3e16.py	competition link
playground-series-s3e14	0.71	playground-series-s3e14.py	competition link
optiver-trading-at-the-close	0.99	optiver-trading-at-the-close.py	competition link
new-york-city-taxi-fare-prediction	1	new-york-city-taxi-fare-prediction.py	competition link
playground-series-s3e25	0.79	playground-series-s3e25.py	competition link
tmdb-box-office-prediction	0.68	tmdb-box-office-prediction.py	competition link
icr-identify-age-related-conditions	0.91	icr-identify-age-related-conditions.py	competition link
house-prices-advanced-regression-techniques	0.41	house-prices-advanced-regression-techniques.py	competition link
godaddy-microbusiness-density-forecasting	0.65	godaddy-microbusiness-density-forecasting.py	competition link
cat-in-the-dat	0.69	cat-in-the-dat.py	competition link
tabular-playground-series-apr-2021	0.77	tabular-playground-series-apr-2021.py	competition link
tabular-playground-series-apr-2022	0.51	tabular-playground-series-apr-2022.py	competition link
tabular-playground-series-aug-2021	0.16	tabular-playground-series-aug-2021.py	competition link
ciphertext-challenge-iii	0.91	ciphertext-challenge-iii.py	competition link
ciphertext-challenge-ii	nan	ciphertext-challenge-ii.py	competition link
cat-in-the-dat-ii	0.66	cat-in-the-dat-ii.py	competition link
tabular-playground-series-jan-2021	0.57	tabular-playground-series-jan-2021.py	competition link
career-con-2019	0.99	career-con-2019.py	competition link
tabular-playground-series-jun-2022	0.7	tabular-playground-series-jun-2022.py	competition link
spaceship-titanic	0.61	spaceship-titanic.py	competition link
tabular-playground-series-mar-2021	0.13	tabular-playground-series-mar-2021.py	competition link
tabular-playground-series-mar-2022	0.85	tabular-playground-series-mar-2022.py	competition link
tabular-playground-series-may-2021	nan	tabular-playground-series-may-2021.py	competition link
tabular-playground-series-may-2022	0.6	tabular-playground-series-may-2022.py	competition link
tabular-playground-series-oct-2021	0.62	tabular-playground-series-oct-2021.py	competition link
tabular-playground-series-oct-2022	0.54	tabular-playground-series-oct-2022.py	competition link
tabular-playground-series-sep-2021	0.62	tabular-playground-series-sep-2021.py	competition link
tabular-playground-series-jul-2022	0.95	tabular-playground-series-jul-2022.py	competition link
sentiment-analysis-on-movie-reviews	0.42	sentiment-analysis-on-movie-reviews.py	competition link
nlp-getting-started	0.48	nlp-getting-started.py	competition link
jigsaw-toxic-comment-classification-challenge	0.78	jigsaw-toxic-comment-classification-challenge.py	competition link
playground-series-s3e1	0.6	playground-series-s3e1.py	competition link
playground-series-s3e13	0.03	playground-series-s3e13.py	competition link
playground-series-s3e15	0.56	playground-series-s3e15.py	competition link
home-data-for-ml-course	0.09	home-data-for-ml-course.py	competition link
forest-cover-type-prediction	0.47	forest-cover-type-prediction.py	competition link
facial-keypoints-detection	nan	facial-keypoints-detection.py	competition link
playground-series-s3e20	nan	playground-series-s3e20.py	competition link
dont-overfit-ii	0.98	dont-overfit-ii.py	competition link
scrabble-player-rating	nan	scrabble-player-rating.py	competition link
digit-recognizer	0.14	digit-recognizer.py	competition link
tabular-playground-series-sep-2022	0.64	tabular-playground-series-sep-2022.py	competition link
playground-series-s3e26	0.56	playground-series-s3e26.py	competition link
playground-series-s3e3	nan	playground-series-s3e3.py	competition link
playground-series-s3e5	0.61	playground-series-s3e5.py	competition link
playground-series-s3e7	0.55	playground-series-s3e7.py	competition link
playground-series-s3e9	0.86	playground-series-s3e9.py	competition link
playground-series-s4e1	0.24	playground-series-s4e1.py	competition link
playground-series-s4e2	0.64	playground-series-s4e2.py	competition link
competitive-data-science-predict-future-sales	0.87	competitive-data-science-predict-future-sales.py	competition link
santa-2019-revenge-of-the-accountants	0.96	santa-2019-revenge-of-the-accountants.py	competition link