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
Iterative DPO and Online Preference Tuning
Iterative DPO repeatedly aligns a language model to human or AI preferences by generating fresh responses, ranking them, and tuning on those new pairs each…
FundamentalsSelf-Play Fine-Tuning
Self-play fine-tuning improves a model by having it compete against or learn from its own past outputs, generating its own training signal.
CompaniesMistral Large and Codestral
Mistral AI is a Paris-based lab whose Mistral Large is a flagship general-purpose model and Codestral is a specialized code-generation model.
CompaniesVercel v0 and AI SDK
Vercel, the company behind Next.js, built v0 (an AI that generates UI from text prompts) and the AI SDK (a TypeScript toolkit for adding AI features to apps).
ApplicationsAI in Antibody and Protein Design
AI now helps design proteins and antibodies from scratch, predicting structures and generating novel molecules that bind specific targets.
Visual AILoRA Sliders for Image Editing
LoRA sliders are tiny add-on modules that give you a continuous dial to push a single attribute of an image up or down, like age, smile, or rust, without…
Visual AIInstructPix2Pix Instruction Editing
InstructPix2Pix lets you edit a photo by typing a plain command like 'make it winter' or 'turn the cat into a dog', no masks or selection tools required.
Visual AIPrompt-to-Prompt Cross-Attention Editing
Prompt-to-Prompt edits a generated image by tweaking its text prompt while reusing the model's internal attention maps, so changing one word swaps…
Audio AIBark Generative Audio Model
Bark is an open-source text-to-audio model from Suno that generates not just speech but laughter, sighs, music, and sound effects directly from text prompts.
Audio AITortoise TTS Autoregressive Synthesis
Tortoise TTS is an open-source text-to-speech system prized for unusually natural, emotionally rich voices and strong voice cloning from just a few short…
Audio AIXTTS Cross-Lingual Voice Cloning
XTTS is Coqui's multilingual text-to-speech model that can clone a voice from a short clip and then speak in many different languages while preserving…
Visual AIESRGAN and GAN Super-Resolution
ESRGAN uses a generator-versus-discriminator contest to invent realistic detail when upscaling images, going beyond blurry interpolation.
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