Tutorials

Deploying ML Models with FastAPI and Docker

A practical guide to wrapping a trained machine learning model in a FastAPI REST API and containerizing it with Docker for reproducible, production-ready deployment.

Fine-Tuning a Vision Transformer (ViT) on Custom Data

Learn how to fine-tune a pretrained Vision Transformer for image classification on your own dataset using HuggingFace Transformers and PyTorch. Covers data preparation, training loop, evaluation, and deployment tips.

Building a RAG Pipeline with LangChain and ChromaDB

A hands-on tutorial for building a Retrieval-Augmented Generation pipeline using LangChain, ChromaDB, and OpenAI embeddings. Learn document loading, chunking, vector storage, and query-time retrieval step by step.