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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Audio AI
Wav2Letter Convolutional ASR
Wav2Letter is an end-to-end speech recognition system from Facebook AI that used only convolutional neural networks, no recurrence.
Audio AIJasper and QuartzNet ASR
Jasper and QuartzNet are NVIDIA's end-to-end convolutional speech recognition models, with QuartzNet being a dramatically smaller, efficient redesign…
Language AIPerplexity and Language Metrics
Perplexity is the classic score for how 'surprised' a language model is by real text — lower means it predicts words more confidently.
Language AILoRA and Parameter-Efficient Tuning
LoRA lets you customize a giant pretrained model by training only a tiny set of new weights instead of all billions.
SocietyPrompt Injection Attacks
Prompt injection is when hidden or malicious instructions hijack an AI system into ignoring its rules and doing the attacker's bidding.
Language AIConstitutional AI
Constitutional AI is Anthropic's method for aligning models using a written set of principles — a 'constitution' — so the AI critiques and revises its own…
Visual AIVision Transformers
Vision Transformers (ViTs) apply the transformer architecture that powers ChatGPT to images, treating a picture as a sequence of patches instead of a grid…
Visual AIStable Diffusion
Stable Diffusion is an open-source text-to-image model, released by Stability AI in 2022, that generates pictures by gradually removing noise from a random…
Visual AIMidjourney
Midjourney is a popular commercial text-to-image service known for its striking, highly aesthetic results and its origins as a Discord bot.
FundamentalsOverfitting and Underfitting
Overfitting is when a model memorizes its training data and fails on new examples; underfitting is when it is too simple to capture the real pattern.
FundamentalsRegularization
Regularization is a set of techniques that deliberately constrain a model so it generalizes to new data instead of memorizing the training set.
TechnicalBatch Normalization
Batch normalization is a technique that rescales the inputs to each layer of a neural network during training, making deep networks train faster and more…
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