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Where should I begin?

Start with your goal. Move through only the capabilities you need, then apply them in a project or Lab.

New to AI

AI 101 → AI 102

Want to build

AI 201 → AI 202 → Builder Track

Want research

AI 311+

Want creative AI

AI 321+

Want entrepreneurship

AI 331+

Want career skills

AI 341

The catalogue is a capability library. Not every course runs every semester.
Foundation track

Foundation

Builder track

Builder / Agent

Research track

Research

Creative track

Creative / Film

Startup track

Startup

Career track

Career

Advanced track

Advanced / Cross-Track

AI 351Advanced

Multimodal AI

Build experiences that reason across text, image, audio, and video.

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AI 352Advanced

AI Evaluation & Safety for Builders

Evaluate system behavior, risk, and reliability before deployment.

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AI 361Advanced

Advanced RAG

Improve retrieval quality through indexing, reranking, and evaluation.

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AI 371Advanced

Fine-Tuning & LoRA

Adapt open models with focused datasets and efficient techniques.

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AI 372Advanced

Production AI Systems

Design observable, secure, cost-aware AI systems for real use.

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AI 373Advanced

Open-Source Models & Local AI

Run and assess open models locally with practical constraints.

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AI 374Advanced

Advanced Agents & Multi-Agent Systems

Design and evaluate coordinated agent systems without needless complexity.

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AI 381Advanced

AI Product Management & System Design

Translate user needs into feasible, measurable AI product systems.

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AI 382Advanced

AI Automation for Organizations

Redesign organizational workflows with safe, measurable automation.

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AI 383Advanced

AI for Data Analysis & Decision Support

Use AI to interrogate data while preserving traceability.

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AI 384Advanced

AI UX & Human-AI Interaction

Design interfaces that help people understand and control AI behavior.

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AI 385Advanced

AI APIs, Tools & Integrations

Connect models to software tools through robust APIs.

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AI 386Advanced

Voice AI & Conversational Systems

Build responsive voice experiences with thoughtful conversation design.

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AI 387Advanced

AI Search & Deep Research Systems

Build research systems that gather, compare, and cite evidence.

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AI 388Advanced

Synthetic Data & Data Generation

Generate and validate synthetic datasets for safe experimentation.

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Leadership track

Capstone / Leadership

Get a recommended starting point