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AI Engineering Sheet

Last updated: June 27, 2026

This sheet is made for people who want to learn AI engineering for free in a well-organised and structured manner

Math Foundations

optional
3 topics

Python Programming

core
5 topics

Streamlit

optional
2 topics

FastAPI

core
6 topics

Machine Learning

core
5 topics

Natural Language Processing (NLP)

core
5 topics

Deep Learning

core
9 topics

MLOps

optional
1 topics

Transformers

core
6 topics

Generative AI

core
6 topics

Gen AI with RAG

core
7 topics

Agentic AI

core
6 topics

LLMs & Fine-tuning

core
7 topics

Model Context Protocol (MCP)

core
3 topics