LLM (Large Language Model)
Large language model used for generation, summarization, translation and Q&A.
Models Language
Embedding
Dense vectors to represent text/images and enable semantic similarity.
Search Azure ML
RAG (Retrieval Augmented Generation)
Pattern combining document retrieval + generation to provide up‑to‑date, contextual, citable answers.
Pattern AI Integration
Azure OpenAI Service
Access to generative models (GPT, embeddings, vision) with Azure’s security, networking and compliance.
Services Cognitive Services
Azure Cognitive Services
Pre‑trained APIs for Vision, Language, Speech and Decision.
Services Overview
Azure Machine Learning
MLOps platform for datasets, features, training, deployment and model monitoring.
Platforms Azure ML
Vector search
Vector (ANN) indexes enabling semantic search and recommendation via similarity.
Search AI Integration
Fine‑tuning
Adapt a model to a domain or style through controlled additional training.
Models AI‑102 Guide
RLHF
Align models with human feedback and reinforcement to improve quality and safety.
Ethics Decisions
Responsible AI
Principles, processes and tooling to ensure fairness, transparency, privacy and safety.
Governance AI Integration