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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Companies
Imbue Reasoning Agents
Imbue is an AI lab building agents that can reason, code, and act robustly enough to be trusted with real tasks.
CompaniesMagic AI Long-Context Code Models
Magic AI builds frontier code-generation models distinguished by extremely long context windows, letting a model read an entire codebase at once.
IndustriesAI in Beekeeping and Apiculture
AI helps beekeepers monitor hive health, detect pests like Varroa mites, and prevent colony collapse using sensors, sound analysis, and computer vision.
IndustriesAI in Aquaculture and Fish Farming
AI optimizes fish farming by automating feeding, counting fish, detecting disease and sea lice, and monitoring water quality underwater.
IndustriesAI in Vineyards and Winemaking
AI helps growers monitor vine health, predict yields, time harvests, and even guide fermentation and blending.
TechnicalMixture of LoRA Experts
Mixture of LoRA Experts (MoLE) combines many small, cheaply-trained adapters with a learned router so a single base model can flexibly specialize across…
TechnicalSpeculative Edits for Code Models
Speculative edits make AI code editing feel instant by predicting that most of a file will stay unchanged and only verifying the small parts that differ.
TechnicalActivation Steering and Representation Engineering
Activation steering nudges a model's behavior by directly adding or subtracting vectors inside its hidden activations at runtime, no retraining required.
Visual AIZero-1-to-3 Novel View Diffusion
Zero-1-to-3 turns a single photo of an object into images of that same object seen from any new angle, using a diffusion model conditioned on the camera…
Visual AIDMTet Hybrid 3D Representation
DMTet (Deep Marching Tetrahedra) is a hybrid 3D shape representation that combines a deformable tetrahedral grid with a signed distance field so neural…
Visual AIInstant-NGP Hash Encoding
Instant-NGP is NVIDIA's technique that trains Neural Radiance Fields and other neural graphics primitives in seconds instead of hours by storing learnable…
Visual AIDepthAnything Monocular Depth
DepthAnything is a foundation model that estimates how far away every pixel is from a single ordinary photo, with no special hardware.
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