MLE agent
Basic Information
MLE-Agent is an LLM-powered assistant designed to pair with machine learning engineers and researchers to accelerate end-to-end AI engineering and research workflows. It automates the creation of ML baselines, proposes state-of-the-art solutions, organizes project file structure, executes and debugs code locally, and can participate in Kaggle competitions autonomously. The project exposes CLIs to create and start projects, run interactive terminal chat sessions, generate weekly work reports from local or GitHub repositories, and launch an Auto-Kaggle mode that can run tasks with minimal human intervention. It integrates literature and implementation search to recommend best practices, provides local retrieval-augmented generation support for personal coding assistance, and ships with both CLI and web UI components for interactive human-in-the-loop usage.
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