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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Visual AI
StyleGAN Architecture
StyleGAN is a generative adversarial network from NVIDIA that produces strikingly realistic faces and objects by injecting style information at every layer.
Visual AIProgressive Growing of GANs
Progressive growing trains a GAN by starting at tiny resolutions and gradually adding layers to reach high-resolution images.
Visual AIAnimateDiff Motion Generation
AnimateDiff is a technique that adds motion to existing text-to-image diffusion models like Stable Diffusion, turning still-image generators into short video…
Visual AIDETR Transformer Detection
DETR (DEtection TRansformer) reframes object detection as a direct set-prediction problem solved with a transformer, removing hand-designed steps like anchor…
Visual AIOpen-Vocabulary Object Detection
Open-vocabulary object detection lets a model find and box objects described by arbitrary text, including categories it never saw labeled during training.
IndustriesAI in Railways
AI helps railways predict equipment failures, optimize train schedules, and improve safety across vast networks of tracks, signals, and rolling stock.
IndustriesAI in Public Transit
AI helps buses, subways, and ride services run on time, predict demand, and adapt routes to how people actually travel.
IndustriesAI in Mining
AI helps mining companies find ore deposits, run autonomous haul trucks, and keep workers out of the most dangerous parts of the operation.
TechnicalImitation Learning
Imitation learning teaches an AI to perform a task by copying expert demonstrations instead of learning from trial-and-error rewards.
TechnicalInverse Reinforcement Learning
Inverse reinforcement learning (IRL) flips standard RL: instead of being given a reward and finding a policy, it watches expert behavior and infers…
TechnicalOffline Reinforcement Learning
Offline reinforcement learning trains agents purely from a fixed, previously collected dataset, with no live interaction with the environment.
Visual AIPhotogrammetry
Photogrammetry turns ordinary overlapping photographs into accurate 3D models, maps, and measurements.
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