Gen-AI Engineering Lab

Build Production Applications

GitHub Repository: NaifMersal/SDAIA-Building-Gen-AI-Apps

Module 01: Architecture Fundamentals

Slides

Session	Link
Session 1: Generative AI Fundamentals	View Slides
Session 2: API & Provider Landscape	View Slides

Labs

Lab	GitHub
00 Setup Uv	Open Guide
Lab 01: Tokenization Cost	Open Notebook
Lab 02: API Client	Open Notebook

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Module 02: Function Calling & Tool Systems

Slides

Session	Link
Session 1: Structured Outputs & Tool Calling	View Slides
Session 2: MCP & Standardization	View Slides

Labs

Lab	GitHub
Lab 01: Tool Calling	Open Notebook

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Module 03: AI Agents & Orchestration

Slides

Session	Link
Session 1: Observability & Evaluation	View Slides
Session 2: Patterns of Collaboration	View Slides
Session 3: Efficient Tool Calling	View Slides

Labs

Lab	GitHub
Lab 01: Observability And Evaluation	Open Notebook
Lab 02: Multi Agent Newsroom	Open Notebook

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Module 04: RAG Foundations & Data Pipelines

Slides

Session	Link
Session 1: RAG Architecture & Foundations	View Slides
Session 2: Chunking Strategies	View Slides
Session 3: Vector Storage & Retrieval	View Slides
Session 4: Beyond Basic Search	View Slides
Session 5: From Context to Answer	View Slides
Session 6: Production Optimization	View Slides

Labs

Lab	GitHub
Lab 01: Ingestion Pipeline	Open Notebook
Lab 02: Embedding Pipeline	Open Notebook
Lab 03: RAG Service	Open Notebook
Lab 04: Advanced Retrieval	Open Notebook
Lab 05: Evaluation Framework	Open Notebook
Lab 06: Production Readiness	Open Notebook

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Module 05: AI Security, Guardrails & Content Safety

NoteComing Soon

This module is currently under development and will be released shortly. Stay tuned!

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Module 06: Production AI Deployment

NoteComing Soon

This module is currently under development and will be released shortly. Stay tuned!