john0isaac/ModelAdaptationBook
Companion code for the Manning book 'LLM Customization and Fine-Tuning.' Adapt open-weights LLMs end to end: prompting and RAG, LoRA/QLoRA, full SFT, distillation, and DPO/RLHF alignment.
Software Engineer
Repositories
john0isaac/john0isaac.github.io
This is my personal website.
john0isaac/markdown-checker
markdown-checker is a markdown link validation reporting tool for .md and .ipynb files. It flags broken relative paths, broken web URLs, missing locale segments, and missing tracking IDs, then writes the findings as a report your CI can post back to a pull request.
john0isaac/flask-caching
A caching extension for Flask
john0isaac/ai-agents-for-beginners
18 Lessons to Get Started Building AI Agents
john0isaac/Google-Apps-Script-Send-Custom-Emails
Google apps script to send two custom HTML messages to anyone automatically.
john0isaac/automate-business-email-management-aibuilder-powerapps
AI Builder + Power App Solution sample and walkthrough to complement the Azure Architecture Centre reference pattern
john0isaac/action-check-markdown
markdown-checker is a markdown link validation reporting tool for .md and .ipynb files. It flags broken relative paths, broken web URLs, missing locale segments, and missing tracking IDs, then writes the findings as a report your CI can post back to a pull request.
john0isaac/generative-ai-for-beginners
18 Lessons, Get Started Building with Generative AI 🔗 https://microsoft.github.io/generative-ai-for-beginners/
john0isaac/azure-search-openai-demo
A sample app for the Retrieval-Augmented Generation pattern running in Azure, using Azure Cognitive Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.
john0isaac/drivers-evergreen-tools
Scripts for MongoDB drivers to bootstrap their Evergreen configuration file - This Repository is NOT a supported MongoDB product
john0isaac/eShopLite
eShopLite is a set of reference .NET applications implementing an eCommerce site with features like Semantic Search, MCP, Reasoning models and more.
john0isaac/azure-search-openai-demo-purviewdatasecurity
This sample showcases how Purview API can be integrated to audit and secure AI prompts and responses
john0isaac/Cosmic-Food-RAG-app
A chat-based recommendation application that revolutionizes the culinary experience.
john0isaac/rag-postgres-openai-python
A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server.
john0isaac/git-workshop-pr
A repository open for contributions from everyone who follows the Git, GitHub, and Version Control workshop.
john0isaac/john0isaac
Repository for my Github profile
john0isaac/pallets-website
Code and content for the Pallets website
john0isaac/python-package-template
A Github template repository for a Python package with support for Codespaces, devcontainer, and Github Actions.
john0isaac/click
Python composable command line interface toolkit
john0isaac/.github-pallets-eco
john0isaac/rag-semantic-kernel-mongodb-vcore
A sample for implementing retrieval augmented generation using Azure Open AI to generate embeddings, Azure Cosmos DB for MongoDB vCore to perform vector search, and semantic kernel.
john0isaac/.github
john0isaac/awesome-azure-sql
An awesome list of Azure SQL samples for Developers of any Language and Platform
john0isaac/simple-flask-app-terraform
A simple Python Flask server (classroom example). Designed to be run with Flask locally and deployed to Azure App service.
john0isaac/flask-webapp-mysql-db
Artists Booking Venues powered by Python (Flask) and MySQL Database. Designed for deployment with the Azure Developer CLI (azd).
john0isaac/protect-my-dir
A command-line tool designed to encrypt and decrypt files within a directory using a password.
john0isaac/python-ai-agent-frameworks-demos
A repository of examples using Python AI Agent frameworks that work with GitHub Models and Azure OpenAI.
john0isaac/edgeai-for-beginners
This course is designed to guide beginners through the exciting world of Edge AI, covering fundamental concepts, popular models, inference techniques, device-specific applications, model optimization, and the development of intelligent Edge AI agents.
john0isaac/fastroom
Project demonstrating a modern realtime stack: authenticated rooms, chat, presence, typing indicators, and a clean separation of concerns between a FastAPI backend and a Vue 3 SPA frontend.