AI Engineering Resource Hub

A hand-curated reference directory of the absolute best free learning resources, interactive sites, and documentation.

8-12 Months

Beginner to Advanced

15-20 Hours

🛠️ CURRICULUM IN PRODUCTION STAGE

Notice: Interactive study modules, code sandboxes, and practice quizzes for each topic in this roadmap are currently under active production. Feel free to explore the structured curriculum map below!

AI Engineering Roadmap – Curriculum Map

Interactive topic cluster map • Explore structured phases, topics, and subtopics below

PHASE 013-4 Weeks

🟢 Phase 1 — Foundations

Interactive curriculum map • Explore topics & subtopics below

💻 Foundations⭐⭐⭐⭐⭐

Computer Fundamentals Operating Systems Internet & Networking Basics Git & GitHub

PHASE 026 Weeks

🟢 Phase 2 — Python

Interactive curriculum map • Explore topics & subtopics below

🐍 Core Python⭐⭐⭐⭐⭐

Python Basics Data Structures Functions OOP

⚙️ Advanced & Environments⭐⭐⭐⭐⭐

Modules & Packages File Handling APIs Virtual Environments

PHASE 035 Weeks

🟢 Phase 3 — Data & Math

Interactive curriculum map • Explore topics & subtopics below

📊 Data Manipulation⭐⭐⭐⭐⭐

NumPy Pandas

🔢 Mathematical Foundations⭐⭐⭐⭐⭐

Basic Statistics Probability Basics Linear Algebra Basics

PHASE 046 Weeks

🟢 Phase 4 — Machine Learning

Interactive curriculum map • Explore topics & subtopics below

🧠 ML Essentials & Preprocessing⭐⭐⭐⭐⭐

ML Fundamentals Data Preprocessing Feature Engineering

📈 Core Algorithms⭐⭐⭐⭐⭐

Regression Classification Clustering

🛠️ Evaluation & Tooling⭐⭐⭐⭐⭐

Model Evaluation Scikit-learn Basic Model Deployment

PHASE 056 Weeks

🟢 Phase 5 — Deep Learning

Interactive curriculum map • Explore topics & subtopics below

⚡ Neural Architectures⭐⭐⭐⭐⭐

Neural Networks Activation & Loss Functions Backpropagation PyTorch

👁️ Specialized Models⭐⭐⭐⭐⭐

CNN RNN/LSTM — basic understanding Transformers — introduction

PHASE 068 Weeks

🟢 Phase 6 — Generative AI

Interactive curriculum map • Explore topics & subtopics below

🤖 Core LLM & Embeddings⭐⭐⭐⭐⭐

LLM Fundamentals Prompt Engineering Tokens & Context Windows Embeddings Hugging Face

🚀 Modern AI Stack (RAG & Agents)⭐⭐⭐⭐⭐

LLM APIs RAG Vector Databases Function/Tool Calling AI Agents

PHASE 076 Weeks

🟢 Phase 7 — AI Application Development

Interactive curriculum map • Explore topics & subtopics below

🏗️ Backend & Architecture⭐⭐⭐⭐⭐

REST APIs FastAPI AI Application Architecture

🔒 Infrastructure & Deployment⭐⭐⭐⭐⭐

Authentication Basics Database Basics Docker Deployment

PHASE 085 Weeks

🟢 Phase 8 — Production AI

Interactive curriculum map • Explore topics & subtopics below

🏭 Production Operations⭐⭐⭐⭐⭐

Model Serving Monitoring Basics Evaluation

🛡️ Governance & Optimization⭐⭐⭐⭐⭐

Cost Optimization Security & Responsible AI