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Table of Contents
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Overview
smart_toy
What Is AI Engineering?
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AI Training Overview
Foundations
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Introduction to AI & Generative AI
Introduction to RAG and Theoretical Foundations
LangChain Framework and Core Components
Modern RAG Architecture
Practice — AI Foundations
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Basic AI Fundamentals Slides
Basic AI Fundamentals - Final Assignment
Assessment — Foundations
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Quiz and Summary
RAG Optimization
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Advanced Indexing
Advanced Retrieval Strategies
Query Transformations
Re-ranking
GraphRAG Implementation
Multimodal RAG
NEW
Practice — RAG Optimization
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Assignment: Hybrid Search
Assignment: Post-Retrieval Processing
Assignment: Query Transformation
Assignment: Advanced Indexing
Assignment: GraphRAG Implementation
Assignment: Tool Calling & Tavily Search Integration
Assessment — RAG Optimization
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Quiz
Quiz
Quiz
Quiz
Quiz
Quiz for LangGraph and Agentic AI module
Agents
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LangGraph Foundations & State Management
Tool Calling & Tavily Search
Multi-Expert Research Agent with ReAct Pattern
Multi-Agent Collaboration
Human-in-the-Loop & Persistence
Model Context Protocol (MCP)
NEW
Agent Memory Systems
NEW
Context Engineering
Harness Engineering
Practice — Agents
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Assignment: LangGraph Foundations & State Management
Assignment: Multi-Expert ReAct Research Agent
Assignment: Human-in-the-Loop & Persistence
Assignment: FPT Customer Chatbot - Multi-Agent System
Assignment: Harness Engineering
Assignment: Context Engineering
Assessment — Agents
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Quiz for LangGraph and Agentic AI module
Quiz for LangGraph and Agentic AI module
Quiz for LangGraph and Agentic AI module
Quiz for LangGraph and Agentic AI module
Quiz
Quiz
Quiz & Appendix - Advanced
LLMOps
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Evaluation Toolkit - Ragas
Observability: LangFuse & LangSmith
Experiment Comparison: Naive, Graph, Hybrid
AI Safety & Guardrails
NEW
Building RAG Agent using LangChain
Practice — LLMOps
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Assignment: RAGAS Evaluation Metrics
Assignment: RAG Architecture Experiment Comparison
Assignment: LLM Observability with LangFuse & LangSmith
Assessment — LLMOps
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Quiz
AI Cheatsheets
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Prompt Engineering Quick Reference
LLM API Cheatsheet
Embeddings & Vector Search
Exams
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AI Theory Exams
AI Project Exams
Basic AI Fundamentals Quiz
Exam Theory: RAG and Optimization
Final Exam: Enterprise RAG System
Final Exam
Final Project Exam: FPT Customer Chatbot - Multi-Agent AI System
LLMOps and Evaluation Question Bank
Final Exam: Production-Ready RAG Evaluation System
Introduction
code
What Is Software Engineering?
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Software Engineering Training Program
Foundations
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Web Concepts
Threads vs Processes
What asyncio is ?
greenlet
File Descriptors
Event Loop
CPython vs Pure Python
Practice — Foundations
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Write your first API apps
📘 Assignment: Day 1 – Foundation and First Steps with FastAPI
Concurrency Code Exploration
fork_sample_call_fn.py
socket_server_sample.py
✔️ Preserves Liskov Substitution Principle
Assessment
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Foundations Assessment Quiz
API Development
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FastAPI Intro
What ASGI Is
What are Path Parameters in FastAPI?
FastAPI Code Examples for Query Parameters
Header Parameters in FastAPI
Body in FastAPI
Data Modeling (Pydantic)
Server-Sent Events (SSE)
Dependency Injection
Practice — API Development
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Try to run FastAPI in Jupyter Notebook
Async & Event Loop Exploration
Assignment: Building a Product Inventory API with FastAPI and Pydantic
main-memory-fastAPI.py
Function Type vs Method Type
Problem
set the PYTHONPATH when debugging with F5 in Visual Studio Code (VS Code)
Diagram
1. selectors.py and its design
Assessment — API Development
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Applied Assessment Quiz
Data Persistence
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Install required packages
Async Python, Postgres, and SQLAlchemy
Alembic Introduction
CRUD Application Overview
Practice — Data Persistence
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Step-by-step: Add Connection in pgAdmin
~~Install Docker CE (On Mac)~~
Database Setup Reference
Becareful
1. Core Concept
Exercise: Setup PostgreSQL on Docker CE (not Desktop)
Exercise: FastAPI + Async SQLAlchemy + Basic TODO CRUD
Exercise: End-to-End Solution
Exercise: Migrations (Alembic), Concurrency & Transactions
Exercise: Pagination, Filtering, Validation & Error Handling
env.py
Assessment — Data Persistence
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Integration Assessment Quiz
Security & Testing
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What is JWT ?
What is OAuth 2.0
Google OAuth2 Authentication
Authentication Implementation Overview
Unit Testing FastAPI Applications
Practice — Advanced
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FastAPI Advanced Topics: Authentication, Authorization, and Testing
FastAPI Advanced Topics: Authentication, Authorization, and Testing
Assignment: Working With JWT in Python
OAuth2 Python Assignment
Solutions for JWT Assignment
FULL SOLUTION — OAuth2 in Pure Python (GitHub Authorization Code Flow)
Assignment 1 — Build a Full Test Suite for a FastAPI App
JWT Implementation Reference
init.py
Pytest Reference Implementation
Assessment
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Advanced Assessment Quiz
Software Engineering Cheatsheets
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Git Collaboration Workflow
Relational Databases
API Mastery: REST & Security
Testing Methodologies & TDD
CI/CD Pipelines
Docker Fundamentals
Secure Coding Practices
Code Review Practices
Container Orchestration with Docker Compose
Clean Architecture & Layering
Microservices vs Serverless
Exams
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Final Project Exam: FPT Customer Chatbot - Backend API System
Introduction to Software Engineering
Software Engineering Appendix
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Frontend Practice — Chatbot Backend API
cloud
What Is Cloud & Infrastructure?
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Cloud & Infrastructure Training Program
Foundations
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Introduction to Cloud
Docker Fundamentals & Best Practices
Monolith vs. Microservices: Principles, Pros & Cons
Practice
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Assignments
Containerization with Docker Assignment
Assessment
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Containerization with Docker - Quiz
Applied
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Basic AWS Services Essential
CI/CD Automation Pipelines
Continuous Code Quality with SonarQube
Practice
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CI/CD and Deployment Assignment
Continuous Code Quality with SonarQube Assignment
Assessment
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CI/CD and Deployment - Quiz
Continuous Code Quality with SonarQube - Quiz
Integration
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Implementing API Gateway
Message Queues with RabbitMQ
Practice
Assessment
Advanced
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SAGA Pattern Concepts
Performance — Redis Caching
Observability
Review & E2E Debugging
Practice
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Assignments
Assessment
Cloud & Infrastructure Cheatsheets
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AWS Core Services Quick Reference
Kubernetes Quick Reference
CI/CD Patterns Quick Reference
Managed ML Services Cheatsheet
Exams
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Basic DevOps Essentials for Developer - Theory Exam
Project Exam
Quiz
Final Exam: Deploy FastAPI Application to AWS Cloud
Final Exam
Common Resources
menu_book
Glossary
settings
Setup Guides
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Study Materials
description
Release Notes
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Content Changelog
Platform Changelog
Get Involved
people
Contributors
bug_report
Report an Issue
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What Is AI Engineering?
Foundations
Practice — AI Foundations
Practice — AI Foundations
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Basic AI Fundamentals Slides
Basic AI Fundamentals - Final Assignment
