AI Engineering Curriculum

Ship 9 production AI systems.
From foundations to agentic AI.

An intensive cohort for software engineers ready to put AI in production. Live sessions, hands-on labs, real shipped work — every phase ends in something on your portfolio.

9 phases 9 capstones 282 lessons linked 15 tracks covered Built for engineers, not students

Dig deeper

Full syllabus, tools, and a guided demo.

Phases:

The Curriculum Spine

Nine phases. Five capstones. One production-grade portfolio.

Each phase ends in shipped work — not a quiz. Topic chips link directly to the lesson where the concept is taught.

Phase 1 of 9

Foundations

Python · Math · Data Science

Capstone you ship

End-to-End EDA Pipeline

Phase 2 of 9

ML & Deep Learning

Classical ML · Neural Nets · PyTorch

Capstone you ship

Tabular + Image Classification Pipeline

Phase 3 of 9

NLP & Transformers

Tokenization · Attention · BERT · GPT

Capstone you ship

Transformer from Scratch

16 topics · linked to lessons

Word Embeddings Tokenization Embeddings & Vectors Self-Attention Attention Mechanism Multi-Head Attention Transformer Architecture Positional Encoding BERT & Encoders GPT & Decoders Autoregressive Generation Reasoning Models Prompt Engineering Effective Prompting Advanced Patterns Core Commands

Phase 4 of 9

LLMs & Prompt Engineering

APIs · Chains · Applications

Capstone you ship

Multi-Model LLM Application

18 topics · linked to lessons

What is Claude Code Core Commands GPT & Decoders Prompt Engineering Effective Prompting Advanced Patterns Code Generation Production Workflows Agentic Workflows Tool Use Fine-Tuning LLMs Why RAG?Evaluation at Scale Generative Evaluation Responsible AI Generative Ethics Agent Safety RL to RLHF

Phase 5 of 9

RAG Systems

Embeddings · Vector DBs · Retrieval

Capstone you ship

Production RAG System with Evaluation

14 topics · linked to lessons

Why RAG?RAG Pipeline Embeddings & Vectors Word Embeddings Chunking Strategies Vector Databases Knowledge Graphs Agent Frameworks Advanced RAG Agentic RAG Agent Fundamentals RAG Production Evaluation at Scale LLMOps

Phase 6 of 9

Fine-Tuning LLMs

SFT · LoRA · QLoRA · RLHF · DPO

Capstone you ship

Fine-Tuned Domain-Specific Model

13 topics · linked to lessons

Fine-Tuning LLMs Generative Models Practical Deep Learning Model Compression Training Dynamics RL to RLHF Policy Gradients PPO Evaluation at Scale Generative Evaluation Code Generation ML Pipeline Multimodal Generation

Phase 7 of 9

Agentic AI

Agents · LangGraph · CrewAI · MCP

Capstone you ship

Production Multi-Agent System

16 topics · linked to lessons

Agent Fundamentals Planning & Reasoning Tool Use Agent Memory Vector Databases Agentic RAG Agent Frameworks Agentic Workflows Multi-Agent Systems Code Agents What is Claude Code Agent Evaluation Agent Safety Observability Production Workflows LLMOps

Phase 8 of 9

MLOps & Production

Deployment · Monitoring · Evaluation

Capstone you ship

Complete MLOps Pipeline

8 topics · linked to lessons

Model Serving Cloud Platforms AI ML Pipeline MLOps Cost Architecture Observability LLMOps Security & Compliance

Phase 9 of 9

Capstone & Career

Ethics · Portfolio · Interview Prep

Capstone you ship

End-to-End Production AI Application

8 topics · linked to lessons

Responsible AI Generative Ethics AI History & Future Agent Safety System Design Cases Cost Architecture Evaluation at Scale What is Claude Code

Ship 9 production AI systems.From foundations to agentic AI.

9 capstones. Real systems on your portfolio.

End-to-End EDA Pipeline

Tabular + Image Classification Pipeline

Transformer from Scratch

Multi-Model LLM Application

Production RAG System with Evaluation

Fine-Tuned Domain-Specific Model

Production Multi-Agent System

Complete MLOps Pipeline

End-to-End Production AI Application

The four things you actually want to know.

Who it's for

Prerequisites

Format

What you leave with

Full syllabus, tools, and a guided demo.

Nine phases. Five capstones. One production-grade portfolio.

Foundations

ML & Deep Learning

NLP & Transformers

LLMs & Prompt Engineering

RAG Systems

Fine-Tuning LLMs

Agentic AI

MLOps & Production

Capstone & Career

Stop watching tutorials. Ship something.

Ship 9 production AI systems.From foundations to agentic AI.

9 capstones. Real systems on your portfolio.

End-to-End EDA Pipeline

Tabular + Image Classification Pipeline

Transformer from Scratch

Multi-Model LLM Application

Production RAG System with Evaluation

Fine-Tuned Domain-Specific Model

Production Multi-Agent System

Complete MLOps Pipeline

End-to-End Production AI Application

The four things you actually want to know.

Who it's for

Prerequisites

Format

What you leave with

Full syllabus, tools, and a guided demo.

Nine phases. Five capstones. One production-grade portfolio.

Foundations

ML & Deep Learning

NLP & Transformers

LLMs & Prompt Engineering

RAG Systems

Fine-Tuning LLMs

Agentic AI

MLOps & Production

Capstone & Career

Stop watching tutorials. Ship something.

Ship 9 production AI systems.
From foundations to agentic AI.

Ship 9 production AI systems.
From foundations to agentic AI.