AIDE by Weco

AIDE from weco serves as an AI agent for Machine Learning. Its primary capability involves designing and optimizing Machine Learning pipelines based on user instructions. AIDE has been developed to handle both complex business problems and academic research. Users can instruct AIDE in natural language, making it accessible to both experts, who can provide detailed instructions, and novices, who can let AIDE guide the process. A key feature of AIDE is its iterative process of analysing data, crafting, evaluating, and refining solutions. This approach is driven by Large Language Models (LLMs) that enable the system to write code and systematically seek out improved designs. At the completion of the process, users receive professionally crafted code and an extensive research report. This not only provides users with a model but also offers a deeper comprehension of their data and the associated problem. The solution AIDE produces can then be applied in relevant tasks, distinguishing it from traditional AutoML solutions and data science consultancy services.