ML engineering agent for automated AI R&D, surpassing human experts
Top 38.8% on sourcepulse
AIDE is an LLM-powered agent designed to automate machine learning R&D by generating, testing, and refining Python code from natural language descriptions of ML tasks. It targets ML engineers and data scientists seeking to accelerate research and development cycles, offering automated experimentation and code generation.
How It Works
AIDE employs a "Solution Space Tree Search" methodology. It begins by generating initial solution drafts, then iteratively refines them based on performance feedback. This involves a Solution Generator for creating or modifying code, an Evaluator that runs solutions and parses logs for metrics, and a Base Solution Selector to choose the most promising candidate for the next iteration. This approach allows AIDE to navigate the solution space and converge on optimal ML code.
Quick Start & Requirements
pip install -U aideml
unzip
utility, OpenAI or Anthropic API key.aide/webui
and run streamlit run app.py
.aide data_dir="<path>" goal="<description>" eval="<metric>"
OPENAI_BASE_URL
.docker build -t aide .
and run with mounted volumes for logs/workspaces.Highlighted Details
Maintenance & Community
Licensing & Compatibility
Limitations & Caveats
6 days ago
1 day