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Neural Net - day 1 | SGD with Backpropagation
A quick look at back propagation with a "neural net" using NumPy Not a tutorial! ; ) #StochasticGradientDescent SGD ------- Randomly shuffles data each epoch More "noisy" path to convergence Each...
Semantic Cached Search | RAG
🚀 Build a **Semantic Question Answering System** in Python using a **Vector Database** - with cache for performance. In this project, we load and embed data, populate a vector store, and query it ...
Demo of HTTP Streamable in MCP using FastMCP | model context protocol example
StreamableHttpTransport (recommended, default for HTTP URLs) or SSETransport (legacy option) for web-based deployments. https://gofastmcp.com/clients/transports https://www.youtube.com/playlist?l...
Create an MCP Server from an API | OpenAPI with FastMCP
Build an MCP Server from OpenAPI Spec - This will save you hours! The official docs mention the API to MCP capability but I had to work it all out. The examples you may see online typically have a...
LLM Group Chat - Websockets
In this video, we dive into building an **async chat server** that supports multiple clients and integrates **OpenAI's language model** for intelligent responses! Using **Python's asyncio**, WebSoc...
MCP Server | Build and Deploy | Docker & Python version
Hello everyone! In this video, we're bringing together several concepts from earlier discussions to dive deep into **Model Context Protocol (MCP)**. You'll learn how to: ✅ **Build Your Own MCP S...
How to Create a Docker MCP Server in Python
Creating an MCP Server in Python and serving it with Docker. In this video I explain how I used "MCP Create Server" and then created the boilerplate MCP server and added a Dockerfile to produce a f...
MCP protocol - goose client | adding MCP Servers
Want to write and test your own MCP server without needing Claude Desktop? - "Goose is an open source AI agent that supercharges your software development by automating coding tasks. " - I wanted t...
MCP Server - Screenshot examaple
In this video we test the MCP Server Screenshot capture example in Python As per the example : "Take a screenshot of the user's screen and return it as an image. Use this tool anytime the user wan...
MCP Python SDK | Websockets 🚀
MCP Python SDK | Websockets have been added in Python SDK 1.4.0 released today. This represents a significant evolution for MCP, as it will allow: Communication between processes on different mac...
MCP Resources | Model Context Protocol | Python
MCP Resources : Let’s extend our MCP server’s capabilities using resource templates – one of the most powerful features of the Model Context Protocol (MCP) ecosystem. We will focus on how to make a...
MCP - Model Context Protocol - Client | Python & OpenAI
How to build your own MCP client. (Model Context Protocol) in Python. We don't have to use MCP with Anthropic's Claude! I demo a basic client and server written in Python with the Python SDK. Inste...
MCP - Model Context Protocol - SDK - Python
In this video we look at how to use the MCP Protocol - created by Anthropic (Claude) . The Python SDK allows you to create your own Server. This enables you to provide additional tools, prompts and...
Web Crawler & Scraper : "Crawl4ai" - install & demo
This video shows how to install and test crawl4ai Web Crawler & Scraper. 🚀 Why Crawl4AI? The Ultimate AI-Powered Web Crawler! Crawl4AI is designed for LLMs, RAG, and fine-tuning applications, mak...
How to get and execute Python code with LLM (OpenAI API)
In this tutorial, we’ll demonstrate how to generate and execute a Python script dynamically using OpenAI’s API. The script will fetch the latest Bitcoin price from the Gemini API and display the re...
Firecrawl | AI web scraper for LLM ready data
A look at firecrawl : "Firecrawl's /extract endpoint allows you to get structured web data with just a prompt—perfect for lead enrichment, KYB automation, or no-code workflows." ❤️🔥❤️🔥 10% off F...