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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Language AI
Constrained Decoding
Constrained decoding forces a language model to generate output that follows strict rules — like valid JSON, a regex pattern, or a fixed set of choices…
Language AILogit Bias
Logit bias is a knob that nudges a language model toward or away from specific tokens by adding a fixed number to their scores before the model picks…
Language AIKV Cache
The KV cache stores the key and value vectors a transformer has already computed for previous tokens, so it doesn't have to recompute them for every new word…
Visual AIYOLO Real-Time Detection
YOLO (You Only Look Once) is a family of object detection models that find and label every object in an image with a single neural network pass, fast enough…
Visual AIPanoptic Segmentation
Panoptic segmentation gives every single pixel in an image a label, unifying 'what is this region' with 'which specific object is this.
Visual AIHuman Pose Estimation
Human pose estimation detects the positions of body joints, such as elbows, knees, and shoulders, to build a digital skeleton of a person from images…
IndustriesAI in Clinical Documentation
AI tools listen to doctor-patient conversations and automatically draft clinical notes, freeing clinicians from hours of typing.
IndustriesAI in Genomics
AI analyzes the vast, complex data in DNA to predict gene function, interpret mutations, and accelerate discovery.
IndustriesAI in Mental Health Care
AI powers chatbots, screening tools, and clinician support that expand access to mental health support amid a global shortage of providers.
Language AIJailbreaking and Red-Teaming
Jailbreaking is the practice of crafting prompts that trick an AI model into ignoring its safety rules, while red-teaming is the organized effort to find…
Language AITest-Time Compute Scaling
Test-time compute scaling means giving a model more thinking time and computation when it answers a question, rather than only making it bigger during…
Language AIAgentic Tool Orchestration
Agentic tool orchestration is how an AI model plans and chains together external tools, like search engines, code runners, databases, and APIs, to accomplish…
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