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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Technical
Tree-of-Thoughts Reasoning
Tree-of-Thoughts lets a model explore many reasoning paths in parallel, like branches of a tree, instead of committing to one line of thought.
TechnicalGraph-of-Thoughts Reasoning
Graph-of-Thoughts models reasoning as a network where thoughts can merge, loop, and connect freely, not just branch.
IndustriesAI in Insurance Underwriting
AI in insurance underwriting uses machine learning to assess risk and price policies faster and more granularly than manual review.
ApplicationsAI in Wildfire Detection
AI in wildfire detection spots smoke and flames from cameras and satellites within minutes, far faster than human lookouts.
ApplicationsAI in Crop Disease Diagnosis
AI in crop disease diagnosis identifies plant diseases from leaf photos, helping farmers act before an outbreak spreads.
Language AIALiBi Position Bias
ALiBi (Attention with Linear Biases) is a clever way to give transformers a sense of word order without traditional position embeddings.
Language AIMulti-Query Attention
Multi-Query Attention (MQA) is a memory-saving twist on transformer attention that shares one set of keys and values across all attention heads.
Language AISentencePiece Tokenization
SentencePiece is a language-agnostic tokenizer that learns how to split raw text into subword pieces directly from data, without relying on spaces.
ApplicationsAI in Clinical Trial Matching
AI reads dense medical records and complex trial eligibility rules to connect patients with studies they qualify for.
ApplicationsAI in Electronic Health Record Coding
AI reads clinical notes and automatically assigns the standardized billing and diagnosis codes that hospitals use to get paid and track care.
ApplicationsAI in Satellite Imagery Analysis
AI scans vast streams of satellite photos to automatically detect, count, and track objects and changes on Earth's surface, far faster than humans could.
Audio AIAcoustic Echo Cancellation
Acoustic echo cancellation (AEC) is the technology that stops you from hearing your own voice bounce back during a call.
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