🤖 Build an AI ML Code Generator with Hugging Face Smolagents & Gemini 2.5 | Step-by-Step Tutorial
Автор: Vanitha Gadge
Загружено: 2025-10-21
Просмотров: 22
🚀 Dive into Hugging Face's Smolagents – the lightweight AI agent framework for code generation! In this 2025 tutorial, I show you how to build an ML Code Generator that creates Python code for tasks like SVM classification on the Iris dataset using scikit-learn.
Key Highlights:
📦 Setup: Install smolagents, LiteLLM for Gemini integration, and Gradio for the UI.
🧠 Agent Framework: Use CodeAgent with DuckDuckGoSearchTool for web-assisted planning.
🔧 Example: Generate step-by-step code for loading data, training SVM, evaluating accuracy, and confusion matrices.
🎥 Live Demo: Run the Gradio app and see the agent in action!
Full Code Repo: https://github.com/vanitha-spec/Smola...
Why Smolagents? It's simple, secure (sandboxed execution), and beats bulky frameworks for ML prototypes. Perfect for beginners in AI agents!
For your setup (Gemini 2.5 Flash via LiteLLM in Smolagents, with a Gradio frontend), DuckDuckGo is the best search engine.
Timestamps:
00:00 - Intro to Smolagents
02:15 - Setup & Imports
05:30 - Initializing Gemini Model
08:45 - Building the CodeAgent
12:20 - Gradio UI Demo
15:10 - SVM Iris Example Output
18:00 - Tips & Best Practices
#Smolagents #HuggingFace #AICodeGeneration #MachineLearning #GeminiAI #PythonTutorial #Gradio
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