Start here
38 min read
38 min readAI-901 Exam: Microsoft Azure AI Fundamentals
Exam transition, audience, prerequisites, domains, Microsoft Foundry implementation skills, scenarios, Python level, and study strategy.
Read article Microsoft AI-901 Certification Study
All articles · English
0 of 13 read 0%Chapter 130 min read
30 min readIntroduction to Artificial Intelligence
Generative AI, agents, NLP, speech, computer vision, information extraction, and the six responsible AI principles.
Read articleChapter 232 min read
32 min readGenerative AI: LLMs, Prompts, RAG, and Agents
Tokenization, transformers, embeddings, attention, prompt design, retrieval-augmented generation, AI agents, and multi-agent systems.
Read articleChapter 336 min read
36 min readText Analysis: Tokenization and Semantic Models
Preprocessing, TF-IDF, bag-of-words, Naive Bayes, TextRank, embeddings, cosine similarity, and vector arithmetic.
Read articleChapter 435 min read
35 min readSpeech: Recognition, Synthesis, Prosody, and Vocoders
Voice scenarios, MFCCs, acoustic transformers, beam search, G2P, prosody, and neural audio generation.
Read articleChapter 538 min read
38 min readComputer Vision: Pixels, CNNs, ViTs, and Image Generation
Classification, detection, segmentation, convolution, CNNs, Vision Transformers, multimodal models, and diffusion.
Read articleChapter 642 min read
42 min readInformation Extraction: OCR, Fields, and Mapping
OCR pipelines, layout analysis, field detection, semantic mapping, normalization, validation, and business integration.
Read articleChapter 745 min read
45 min readAzure and Microsoft Foundry: Apps, Agents, and Endpoints
Azure infrastructure, security, hosting, databases, Foundry models, agents, projects, client apps, REST endpoints, and SDKs.
Read articleChapter 855 min read
55 min readGenerative Models and Agents in Microsoft Foundry
Model catalog, families, evaluation, deployment, TPM, Playground, Responses API, tools, knowledge, RAG, and Project API.
Read articleChapter 950 min read
50 min readText Analysis with Azure Language and MCP
NLP, generative models, Azure Language in Foundry Tools, Responses API, Azure AI Text Analytics, PII, agents, and MCP.
Read articleChapter 1050 min read
50 min readAzure Speech: Speech to Text, Text to Speech, and Voice Live
Recognition, synthesis, Speech SDK, real-time and batch transcription, neural voices, speech agents, and Voice Live.
Read articleChapter 1152 min read
52 min readMultimodal Vision, Image Generation, and Sora Video
Vision-enabled models, image analysis, Responses API, GPT-Image, Sora, Video Playground, and asynchronous REST jobs.
Read articleChapter 1248 min read
48 min readInformation Extraction from Documents, Audio, and Video
Azure Content Understanding, OCR, schemas, analyzers, JSON, Foundry portal, asynchronous API, and Python SDK.
Read article