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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Fundamentals
Predictive AI
Predictive AI uses observed information to estimate an unknown outcome, such as demand, delivery time, or a category.
Language AIText to Speech
Text-to-speech, or TTS, turns written text into spoken audio.
Language AISpeech to Text
Speech-to-text systems convert spoken audio into a written transcript.
Language AISentiment Analysis
Sentiment analysis estimates the attitude expressed in text, often using labels such as positive, negative, or neutral.
Language AIMachine Translation
Machine translation is automated conversion from a source language to a target language.
Language AINamed Entity Recognition
Named entity recognition, or NER, identifies spans of text that refer to categories such as people, organizations, and places.
Visual AIObject Detection
Object detection identifies and locates object instances in an image, commonly returning category labels and bounding boxes.
Visual AIFacial Recognition
Facial recognition compares facial images to estimate whether they correspond to the same identity or to find candidates in a collection.
Visual AIImage Segmentation
Image segmentation assigns labels to pixels or image regions.
Visual AIStyle Transfer
Style transfer transforms an image using visual characteristics from another image or a learned style representation.
Visual AIDeepfakes
Deepfakes are synthetic or manipulated media that can make people appear to say or do things they did not.
Audio AIAI Podcasting
AI can assist podcast research, drafting, transcription, editing, translation, and narration.
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