Build-My-ML

BuildMyML – An Intelligent and Explainable AutoML Project Design is an AI-powered framework that simplifies the planning and design of machine learning projects. It allows users to describe their project idea in natural language and helps transform it into a structured ML project blueprint. The system combines Large Language Models (LLMs) with Retrieval-Augmented Generation (RAG) to provide context-aware recommendations for problem formulation, preprocessing, feature engineering, model selection, evaluation metrics, and ML workflow design. A curated machine learning knowledge base is processed through document ingestion, text chunking, embedding generation, and semantic retrieval using Supabase and pgvector, while the Gemini API is used for language understanding and recommendation generation. The proposed system aims to reduce the manual research and expertise required for ML project planning and provide users with a more systematic, explainable, and accessible way to design machine learning projects.