Build your own large language model from scratch. Implement the transformer architecture, tokenization, attention mechanisms, and training pipeline. This project gives you deep understanding of how modern AI models like GPT work. ...
ELIZA was one of the first chatbot programs, created at MIT in 1966. It simulated a Rogerian psychotherapist by pattern matching and substitution, and is a landmark in the history of AI. ...
Build an AI chatbot powered by a large language model. This project covers working with LLM APIs, prompt engineering, and building conversational interfaces. ...
The Model Context Protocol (MCP) is a standard for connecting AI models to external tools and data sources. Building an MCP server lets AI agents interact with your custom functionality. ...
Build a neural network from scratch without using any ML frameworks. Implement forward propagation, backpropagation, and gradient descent to understand the fundamentals of how deep learning works at the mathematical level. ...
Build an AI agent that reads documentation for you and answers questions about it. This project combines document parsing with LLM-powered question answering. ...
Build a visual recognition system that can identify and classify objects in images. This project combines computer vision techniques with machine learning, covering image preprocessing, feature extraction, and classification models. ...