{"id":44759963,"url":"https://github.com/sb-ai-lab/LADS","last_synced_at":"2026-02-28T15:01:02.516Z","repository":{"id":304632910,"uuid":"994801799","full_name":"sb-ai-lab/LADS","owner":"sb-ai-lab","description":null,"archived":false,"fork":false,"pushed_at":"2025-09-16T07:41:32.000Z","size":1876,"stargazers_count":16,"open_issues_count":1,"forks_count":2,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-02-10T22:55:28.055Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/sb-ai-lab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-06-02T13:58:59.000Z","updated_at":"2025-11-29T12:43:54.000Z","dependencies_parsed_at":"2025-09-15T18:17:48.313Z","dependency_job_id":"2060db2b-b79c-459d-8e3a-22d6aba20307","html_url":"https://github.com/sb-ai-lab/LADS","commit_stats":null,"previous_names":["sb-ai-lab/lads"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/sb-ai-lab/LADS","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sb-ai-lab%2FLADS","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sb-ai-lab%2FLADS/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sb-ai-lab%2FLADS/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sb-ai-lab%2FLADS/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sb-ai-lab","download_url":"https://codeload.github.com/sb-ai-lab/LADS/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sb-ai-lab%2FLADS/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29938962,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-28T13:49:17.081Z","status":"ssl_error","status_checked_at":"2026-02-28T13:48:50.396Z","response_time":90,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-02-16T02:00:36.912Z","updated_at":"2026-02-28T15:01:02.507Z","avatar_url":"https://github.com/sb-ai-lab.png","language":"Python","funding_links":[],"categories":["AutoML Agents"],"sub_categories":[],"readme":"\n\u003cdiv align=\"center\"\u003e\n  \u003cimg src=\"./image/lads.jpg\" alt=\"Logo\" width=\"200\"\u003e\n  \u003ch1 align=\"center\"\u003eLightAutoDS-Tab\u003c/h1\u003e\n\u003c/div\u003e\n\n\u003cdiv align=\"center\"\u003e\n\n\u003cimg src=\"https://img.shields.io/badge/python-3.10-blue.svg\" alt=\"Python3.10\"\u003e\n\u003ca href=\"https://github.com/sb-ai-lab/LADS/blob/main/LICENSE\"\u003e\u003cimg src=\"https://img.shields.io/badge/LICENSE-BSD--3--Clause-green\"\u003e\u003c/a\u003e\n\n\u003c/div\u003e\n\n![architecture](./image/architecture.png)\n\n**LightAutoDS-Tab**, a multi-AutoML agentic system for tasks with tabular data, which combines an LLM-based code generation with several AutoML tools.\n\n## ✨ Demo\n[Watch the Video](https://www.youtube.com/watch?v=5e8eADd_HWE)\n\n## 🧑‍💻 User interface\n\u003cimg src=\"./image/AutoDS-UI.png\" align=\"center\"\u003e\n\nThe interface includes two main panels:\n\n1. The **right panel** provides detailed *technical insights* into each step of the ML pipeline construction, offering transparency for expert users.\n1. The **left panel** presents a simplified, *non-technical summary* of the process, making it easy for non-experts to follow along and understand the results\n\n## 🚀 Quick Start\n\n**Step 1: Clone the repository**\n\n```shell\ngit clone https://github.com/sb-ai-lab/LADS.git\ncd LADS\n```\n\n**Step 2: Create conda environment**\n\n```shell\nconda env create -f environment.yml\nconda activate LightAutoDS\n```\n\n**Step 3. Set up environment variables**\n\nYou need to create a `.env` file in the root directory of the project.\n\n```shell\ncp .env_example .env\n```\n\nYou will need to fill in the required API keys and other environment variables in the `.env` file.\n\nYou can also change some parameters in [`config.yml`](./config.yml).\n\n**Step 4: Run the application**\n\n```shell\nstreamlit run app.py\n```\n\nYour application will be hosted on [http://localhost:8501](http://localhost:8501) by default.\n\n## 📊 Result\nWe evaluated our framework on eight Kaggle ML datasets and compared it with two state-of-the-art open-source solutions: AutoKaggle and AIDE.\n\nTo ensure consistency across competitions, we use the Normalized Performance Score (NPS). This score standardizes the results, with a higher value indicating better performance.\n\n\u003cdiv style=\"text-align: center;\"\u003e\n  \u003cimg src=\"./image/NPS.png\" width=\"50%\"\u003e\n\u003c/div\u003e\n\u003cimg src=\"./image/table1.png\" align=\"center\"\u003e\n\u003cimg src=\"./image/table2.png\" width=\"50%\" align=\"center\"\u003e\n\n## 📜 License\n\nDistributed under the BSD 3-Clause License. See [`LICENSE`](./LICENSE) for more information.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsb-ai-lab%2FLADS","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsb-ai-lab%2FLADS","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsb-ai-lab%2FLADS/lists"}