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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Technical
KServe and Model Serving on Kubernetes
KServe is a standardized, Kubernetes-native platform for serving machine learning models at scale.
TechnicalSeldon Core and Inference Graphs
Seldon Core is an open-source platform for deploying machine learning models on Kubernetes, with a standout feature: inference graphs.
Visual AIIP-Adapter for Image Prompts
IP-Adapter is a lightweight add-on that lets diffusion models like Stable Diffusion accept an image as a prompt, not just text.
Visual AIImagen Text-to-Image
Imagen is Google's text-to-image system that turns written descriptions into photorealistic pictures.
Visual AIGLIDE Diffusion Model
GLIDE was an early OpenAI text-to-image diffusion model that showed prompts plus 'classifier-free guidance' could beat earlier GAN-based systems.
Audio AIMusic Auto-Tagging
Music auto-tagging uses machine learning to listen to a song and automatically attach descriptive labels like genre, mood, instruments, and tempo.
Audio AIMusical Timbre Transfer
Timbre transfer reshapes the 'tone color' of audio so one instrument sounds like another, turning a hummed melody into a violin or a trumpet line…
Audio AIAcoustic Scene Classification
Acoustic scene classification (ASC) trains machines to recognize the environment a recording was made in, a busy street, a quiet park, a train, a cafe…
Audio AINVIDIA Riva and NeMo Speech
NVIDIA Riva is a GPU-accelerated SDK for production speech AI (ASR, TTS, and translation), while NeMo is the open-source toolkit for training and fine-tuning…
Audio AIDeepSpeech Architecture
DeepSpeech is an end-to-end speech recognition model introduced by Baidu in 2014 that maps raw audio features directly to text using a recurrent neural…
Audio AIX-Vector Speaker Embeddings
X-vectors are fixed-length numerical fingerprints of a speaker's voice produced by a neural network, used to tell who is speaking regardless of what they say.
Language AIDense Passage Retrieval
Dense Passage Retrieval (DPR) finds relevant text by comparing the meaning of a question and passages as numeric vectors, not matching words.
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