Step-by-step coding tutorials for building real AI and ML projects.
4 articles
Learn how to containerize and deploy a machine learning model as a REST API using Docker and FastAPI. Includes Dockerfile, health checks, and production tips.
Build a RAG-powered chatbot that answers questions using your own documents. Uses LangChain, Pinecone, and OpenAI with full Python code.
Learn how to fine-tune Llama or Mistral on your own dataset using LoRA and QLoRA. Runs on a single GPU with full code walkthrough.
Learn how to build a sentiment analysis REST API using Python, FastAPI, and Hugging Face Transformers. Includes full working code and deployment tips.