The CrewAI Machine Learning Assistant is a command line application designed to kickstart your machine learning projects. It leverages a team of AI agents to guide you through the initial steps of defining, assessing, and solving machine learning problems.
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Agents: Utilizes specialized agents to perform tasks such as problem definition, data assessment, model recommendation, and code generation, enhancing the workflow and efficiency of machine learning projects.
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CrewAI Framework: Integrates multiple agents into a cohesive framework, enabling seamless interaction and task execution to streamline the machine learning process.
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LangChain Integration: Incorporates LangChain to facilitate natural language processing and enhance the interaction between the user and the machine learning assistant.
You will need to store a valid Groq API Key as a secret to proceed with this example. You can generate one for free here.
You can fork and run this application on Replit or run it on the command line with python main.py. You can upload a sample .csv to the same directory as main.py to give the application a head start on your ML problem. The application will output a Markdown file including python code for your ML use case to the same directory as main.py.