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 Video Game NPC Behavior
Game AI controls non-player characters (NPCs) so they navigate, fight, and react believably.
ApplicationsAI in Procedural Content Generation for Games
Procedural content generation (PCG) uses algorithms to create game worlds, levels, items, and quests automatically.
CompaniesCresta Contact Center AI
Cresta is an enterprise AI platform that listens to live contact center conversations and coaches agents in real time.
CompaniesAbridge Clinical Documentation
Abridge is a healthcare AI company that turns the conversation between a doctor and patient into a structured clinical note automatically.
CompaniesTempus AI in Precision Medicine
Tempus AI builds one of the largest libraries of clinical and molecular data and applies machine learning to it, so doctors can match patients—especially…
FundamentalsDouble Descent Phenomenon
Double descent is the surprising observation that as a model gets bigger, test error first gets worse near the 'interpolation threshold' but then gets better…
FundamentalsNeural Tangent Kernel Theory
The Neural Tangent Kernel (NTK) is a mathematical tool showing that infinitely wide neural networks behave like a specific, fixed kernel method during…
FundamentalsLottery Ticket Hypothesis
The Lottery Ticket Hypothesis says that inside a large, randomly initialized neural network hides a small subnetwork — a 'winning ticket' — that, trained…
Language AIRelation Extraction from Text
Relation extraction pulls structured facts out of unstructured text, identifying how two entities connect (like 'works for' or 'located in').
Language AISemantic Role Labeling
Semantic role labeling (SRL) answers 'who did what to whom, when, where, and why' by tagging the roles each phrase plays around a verb.
Language AIDependency Parsing
Dependency parsing maps the grammatical structure of a sentence as a tree of word-to-word relationships, showing which words depend on which.
Audio AISpleeter Stem Separation
Spleeter is an open-source tool from Deezer that splits a finished song into separate tracks (vocals, drums, bass, and more) using deep learning.
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