Changelog

Stay up to date with the latest improvements to the MLExpert Academy

Build Your Own Dataset

A new tutorial on how to build your own dataset using Knowledge Distillation is now available. It covers the fundamentals of Knowledge Distillation and how to use existing LLM to build a custom dataset for model evaluation or training.

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LangGraph Getting Started

A new tutorial on LangGraph is now available. It covers the fundamentals of LangGraph and how to use it to build workflows and agents.

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Advanced Retrieval

A new tutorial on advanced retrieval is now available. It covers the fundamentals of advanced retrieval and how to use it to build a semantic search engine for your RAG system.

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Embeddings and Vector Databases

A new tutorial on embeddings and vector databases is now available. It covers the fundamentals of embeddings and how to use them to build a semantic search engine for your RAG system.

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Local AI Quickstart

A new tutorial on how to run AI models locally with Ollama is now available. It covers the basics of installing Ollama, downloading a model, and interacting with it through the command line and Python.

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Effective Chunking Strategies

A new tutorial on effective chunking strategies is now available. It covers the fundamentals of chunking and what chunking strategies are best for different types of documents.

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Python Essentials Rewrite

The Python Essentials module is now updated in line with the rest of the academy. It's now more focused on the practical skills you'll need as an AI engineer.

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Setup and Toolkit Module

The first module of the academy is now complete. It covers the basics of setting up your development environment, including the command-line toolkit, Python project setup, and IDE (VScode/Cursor) configuration.

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What is RAG?

A new tutorial on Retrieval-Augmented Generation (RAG) is now available. It covers the fundamentals of RAG and how to build a simple RAG system from scratch to production-ready API with FastAPI and Docker.

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Document Processing with VLM

Add a section on how to use a Vision Language Model (VLM) to extract text from images in a document. Using Docling and Ollama (Nanonets-OCR-s).

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Prompt Engineering Rewrite

Use the latest Antropic and OpenAI guidelines for prompt engineering along with a new example.

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RAG and MCP AI Agent Tutorials

Added RAG and MCP AI Agent tutorials to the academy. These tutorials have associated GitHub project repositories.

Have suggestions for new features or improvements? Let me know!