Yoshua Isreal

Machine Learning · Systems · End-to-End Thinking

I build intelligent systems that work in the real world. From retrieval-augmented generation to predictive models, I focus on creating full-stack ML solutions that are clear, maintainable, and production-ready.

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Selected Projects

Building intelligent systems that solve real problems

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Local RAG Chatbot

End-to-end local retrieval-augmented generation system designed for private document workflows. Built with privacy-first architecture, enabling semantic search and intelligent responses without cloud dependencies.

Python RAG LLMs Vector DB
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YouTube Guitar Lesson Difficulty Classifier

🧩 Chrome Extension

A Chrome extension that solves a real problem: identifying whether a guitar lesson, on YouTube, matches your skill level. Automatically classifies a lesson as Beginner, Intermediate, or Advanced using machine learning to display difficulty badges in real-time as you browse.

Chrome Extension Machine Learning NLP Flask API Deployed
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More Coming Soon

Currently working on several projects exploring the intersection of machine learning and practical applications. Check back soon or follow me on GitHub to see what I'm building next.

ML Systems Innovation
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Skills & Technologies

Tools and technologies I work with

Machine Learning

  • Large Language Models
  • RAG Systems
  • NLP & Classification
  • Model Training & Fine-tuning
  • Vector Databases

Programming & Tools

  • Python
  • Git & Version Control
  • APIs & Integration
  • Data Processing
  • System Design

Approach

  • End-to-End Development
  • Clean, Maintainable Code
  • Production-Ready Systems
  • Problem-First Thinking
  • Continuous Learning

Let's Build Something

I'm always interested in hearing about new projects and opportunities. Whether you have a question or just want to say hi, feel free to reach out.

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