01
AI Foundations
Understand what AI is, how systems learn, where they fail, and how to judge claims without hype.
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Five outcome-based courses
Each course includes explicit outcomes, mapped competencies, practice activities, and an applied capstone.
02
Responsible AI User
Use AI productively while protecting privacy, checking outputs, and preserving human accountability.
03
AI at Work
Evaluate workplace use cases, run safe pilots, measure value, and communicate changes responsibly.
04
AI Policy & Society
Analyze AI systems through rights, equity, governance, safety, and public-interest outcomes.
05
Building with AI Systems
Understand language models, retrieval, agents, evaluation, cost, and deployment safeguards through practical system design.
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FundamentalsCore concepts: how AI works at a high level.84 guides Language AILLMs, NLP, ChatGPT, prompting, and text understanding.155 guides Visual AIImage generation, computer vision, video, and design.133 guides Audio AIVoice, music, podcasting, and audio-first AI.117 guides CompaniesProfiles of OpenAI, Anthropic, Google, Meta, and more.121 guides ApplicationsHow AI shows up in coding, search, agents, and daily life.111 guides IndustriesAI in healthcare, finance, education, energy, and more.91 guides TechnicalChips, fine-tuning, RAG, vectors, and AI infrastructure.177 guides SocietyBias, privacy, copyright, safety, and the AI future.30 guides
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Applications
AI in Travel Itinerary Planning
AI builds custom trip plans by combining your preferences, budget, and dates with live data on flights, hotels, and attractions.
ApplicationsAI in Personal Finance and Budgeting Apps
AI in finance apps automatically categorizes spending, forecasts cash flow, and nudges users toward savings goals.
ApplicationsAI in Battery Design and Optimization
AI accelerates the discovery of new battery materials and the management of existing cells, compressing decades of trial-and-error chemistry into months.
ApplicationsAI in Nuclear Fusion Plasma Control
AI uses reinforcement learning to steer the superheated plasma inside fusion reactors in real time, holding it stable long enough to release energy.
ApplicationsAI in Chip Floorplanning and Design
AI automates the placement of components on a microchip, a notoriously hard puzzle that determines a chip's speed, power, and size.
Audio AISoundStorm Parallel Audio Generation
SoundStorm is a Google audio generation model that produces speech and sound in parallel rather than one token at a time, making high-quality audio synthesis…
Audio AIAudioGen Text-to-Audio Synthesis
AudioGen is a Meta model that turns text descriptions into realistic environmental sounds and sound effects, like 'dog barking while birds chirp.
Audio AIStable Audio Latent Diffusion
Stable Audio is Stability AI's text-to-audio system that uses latent diffusion to generate music and sound effects, with explicit control over clip length.
Language AIConstrained and Grammar-Guided Generation
Constrained generation forces a language model to produce output that always conforms to a defined structure, like valid JSON, SQL, or a regular expression.
Language AIWatermarking LLM-Generated Text
Watermarking embeds a hidden, statistically detectable signal into text as a language model generates it, so the output can later be identified…
Visual AILatent Consistency Models
Latent Consistency Models (LCMs) are a technique that lets diffusion image generators produce high-quality pictures in just one to four steps instead…
Audio AIKaldi Speech Recognition Toolkit
Kaldi is a free, open-source toolkit that became the dominant research platform for building speech recognition systems.
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