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
CREPE Pitch Estimation
CREPE is a deep-learning model that estimates the fundamental frequency (pitch) of a monophonic audio signal directly from its raw waveform.
Audio AIPESQ and STOI Speech Quality Metrics
PESQ and STOI are standard objective metrics that score how good processed speech sounds and how understandable it is, without needing human listeners.
Audio AISource-Filter Vocoding and WORLD
A vocoder is a tool that takes speech apart into its building blocks and rebuilds it.
CompaniesNVIDIA Cosmos World Foundation Models
NVIDIA Cosmos is a family of 'world foundation models' that generate and predict physically realistic video, built to teach robots and self-driving cars…
CompaniesTongyi Lab and Qwen Research
Tongyi Lab is Alibaba's AI research group behind the Qwen family of open-weight large language models.
CompaniesWayve LINGO Driving Language Models
Wayve's LINGO models pair a self-driving system with natural-language reasoning, so the car can explain what it sees and why it acts.
CompaniesNVIDIA Isaac Robotics Platform
NVIDIA Isaac is a full software-and-hardware stack for building, simulating, and deploying AI-powered robots.
CompaniesSnowflake Arctic Models
Snowflake Arctic is an open large language model built by the data-cloud company Snowflake, tuned for enterprise tasks like SQL generation and coding.
Visual AILaMa Resolution-Robust Inpainting
LaMa (Large Mask inpainting) is a fast, lightweight neural network that fills missing or removed regions of an image cleanly, even when the hole is huge.
Visual AIStable Video Diffusion
Stable Video Diffusion (SVD) is Stability AI's open foundation model that turns a single still image into a short, smoothly moving video clip.
Visual AILumiere Space-Time Video Generation
Lumiere is a text-to-video diffusion model from Google Research that generates an entire video clip at once using a Space-Time U-Net.
FundamentalsScaling Laws for Neural Networks
Scaling laws are empirical formulas showing that a neural network's loss falls predictably as you grow model size, dataset size, and compute.
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