<div align="center"> <table> <tbody> <tr> <td>Drop a star to support Aim ⭐</td> <td> <a href="https://community.aimstack.io/">Join Aim discord community</a> <img width="20px" src="https://user-images.githubusercontent.com/13848158/226759622-063b725d-8b3e-4c75-80c7-11fb04b7adf5.png"> </td> </tr> </tbody> </table> </div> <div align="center"> <img src="https://user-images.githubusercontent.com/13848158/225620298-9f9293e9-a138-41fd-bd77-21d53d0490b7.png"> <h3> An easy-to-use & supercharged open-source experiment tracker </h3> Aim logs your training runs and any AI Metadata, enables a beautiful UI to compare, observe them and an API to query them programmatically. </div> <br/> <div align="center">

</div> <div align="center"> <br/> <kbd> <img src="https://user-images.githubusercontent.com/13848158/136374529-af267918-5dc6-4a4e-8ed2-f6333a332f96.gif" /> </kbd> </div> </br> <div align="center"> _{<strong>SEAMLESSLY INTEGRATES WITH:</strong>} <br/> <br/> <img src="https://user-images.githubusercontent.com/97726819/225954732-2b263308-8ed8-4df3-810b-704840328e98.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954727-04eccf0e-51ed-4f2d-8f3b-c9a675ca8e8f.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954728-ca2f498d-51a7-487b-bd69-ffb5f0c2af58.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954689-1076998c-42f4-4e31-ab47-d9f39575fda1.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954739-0231d659-3202-4458-9c35-ba92d1f079b8.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954697-ef2c7091-b089-4b68-8543-80ce7275b683.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954743-dbfe1e98-7b9f-446a-9fe4-ad4fd562f3df.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954736-7c52ab5a-6780-4375-a6f8-b394dae3ad31.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954710-36551a71-b26d-4665-af20-44ee452dd5dd.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954707-4bc078b5-ae6f-4847-bc2c-3f81959accb2.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954725-a4d4c32c-75db-470a-b1da-698982faa23c.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954665-8d844747-a857-41b8-9104-7c27a8bdb81a.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954686-b9c8ec57-d4fc-44e1-a4b8-443db381a00f.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954693-94bc20b4-f51a-4130-8d5f-ddee30d81205.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954674-42fbfdb3-0351-492d-9ea3-1d3ab2b545f5.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954678-25f1b626-2cb1-4e7e-ad83-f7c8ab679c6f.png" height="60" /> <img src="https://user-images.githubusercontent.com/97726819/225954702-d18d2706-dc87-4e09-a678-f010f6d95736.png" height="60" /> </div> <br/> <div align="center"> _{<strong>TRUSTED BY ML TEAMS FROM:</strong>} <br/> <br/> <img src="https://user-images.githubusercontent.com/97726819/225952594-a21546f4-987f-42bd-9154-c22b50632b55.png" height="55" /> <img src="https://user-images.githubusercontent.com/97726819/225953224-291fbb6d-e31a-4e36-90ba-92a1dc20bacc.png" height="55" /> <img src="https://user-images.githubusercontent.com/97726819/225953339-4fcc3c99-dda2-4529-ac2a-29c8293be323.png" height="55" /> <img src="https://user-images.githubusercontent.com/97726819/225953084-1d88325a-ad5f-49eb-aa67-f064c4b9f39c.png" height="55" /> <img src="https://user-images.githubusercontent.com/97726819/225952955-397e0f26-f01e-4b25-bd70-9f292a6f77c2.png" height="55" /> <img src="https://user-images.githubusercontent.com/97726819/225952682-a843827b-e870-429d-96d8-3b4fd45471cd.png" height="55" /> <img src="https://user-images.githubusercontent.com/97726819/225952831-1c0e36aa-4120-4635-ab4e-bf1bc685477b.png" height="55" /> <img src="https://user-images.githubusercontent.com/97726819/225953432-4b27653a-aa12-4fbf-897c-01349afa2ad0.png" height="55" /> </div> <br/> <p align="center"> AimStack offers enterprise support that's beyond core Aim. Contact via <a href="mailto:hello@aimstack.io">hello@aimstack.io</a> e-mail. </p>

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<h3 align="center"> <a href="#-about"><b>About</b></a> &bull; <a href="#-demos"><b>Demos</b></a> &bull; <a href="#-ecosystem"><b>Ecosystem</b></a> &bull; <a href="#-quick-start"><b>Quick Start</b></a> &bull; <a href="https://github.com/aimhubio/aim/tree/main/examples"><b>Examples</b></a> &bull; <a href="https://aimstack.readthedocs.io/en/latest/"><b>Documentation</b></a> &bull; <a href="#-community"><b>Community</b></a> &bull; <a href="https://aimstack.io/blog"><b>Blog</b></a> </h3>

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ℹ️ About

Aim is an open-source, self-hosted ML experiment tracking tool designed to handle 10,000s of training runs.

Aim provides a performant and beautiful UI for exploring and comparing training runs. Additionally, its SDK enables programmatic access to tracked metadata — perfect for automations and Jupyter Notebook analysis.

<p align="center"> <strong>Aim's mission is to democratize AI dev tools 🎯 </strong> </p> <div align="center"> <img src="https://user-images.githubusercontent.com/13848158/226426018-f7c11c9b-78d9-4ee4-b292-df28b3e8eaa6.jpg" height="140" /> <img src="https://user-images.githubusercontent.com/13848158/226426005-f7e83923-0f92-44a4-88e4-1735a3d3e119.jpg" height="140" /> <img src="https://user-images.githubusercontent.com/13848158/226426015-4f1122d8-c96a-443f-8698-3db942b1972a.jpg" height="140" /> </div> </br> <div align="center"> <table> <tbody> <tr> <th>Log Metadata Across Your ML Pipeline 💾</th> <th>Visualize & Compare Metadata via UI 📊</th> </tr> <tr> <td> <ul> <li>ML experiments and any metadata tracking</li> <li>Integration with popular ML frameworks</li> <li>Easy migration from other experiment trackers</li> </ul> </td> <td> <ul> <li>Metadata visualization via Aim Explorers</li> <li>Grouping and aggregation</li> <li>Querying using Python expressions</li> </ul> </td> </tr> <tr> <th>Run ML Trainings Effectively ⚡</th> <th>Organize Your Experiments 🗂️</th> </tr> <tr> <td> <ul> <li>System info and resource usage tracking</li> <li>Real-time alerting on training progress</li> <li>Logging and configurable notifications</li> </ul> </td> <td> <ul> <li>Detailed run information for easy debugging</li> <li>Centralized dashboard for holistic view</li> <li>Runs grouping with tags and experiments</li></ul> </td> </tr> </tbody> </table> </div>

🎬 Demos

Check out live Aim demos NOW to see it in action.

| [Machine translation experiments](https://play.aimstack.io/nmt/metrics?grouping=O-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&chart=O-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