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AI Study Roadmap

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Table of Contents

dashboard Overview

smart_toy What Is AI Engineering? expand_more

AI Training Overview

Foundations expand_more

Introduction to AI & Generative AI

Introduction to RAG and Theoretical Foundations

LangChain Framework and Core Components

Modern RAG Architecture

Practice — AI Foundations chevron_right

Basic AI Fundamentals Slides Basic AI Fundamentals - Final Assignment

Assessment — Foundations chevron_right

Quiz and Summary

RAG Optimization expand_more

Advanced Indexing

Advanced Retrieval Strategies

Query Transformations

GraphRAG Implementation

Multimodal RAG NEW

Practice — RAG Optimization chevron_right

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 chevron_right

Quiz Quiz Quiz Quiz Quiz Quiz for LangGraph and Agentic AI module

Agents expand_more

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 chevron_right

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 chevron_right

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 expand_more

Evaluation Toolkit - Ragas

Observability: LangFuse & LangSmith

Experiment Comparison: Naive, Graph, Hybrid

AI Safety & Guardrails NEW

Building RAG Agent using LangChain

Practice — LLMOps chevron_right

Assignment: RAGAS Evaluation Metrics Assignment: RAG Architecture Experiment Comparison Assignment: LLM Observability with LangFuse & LangSmith

Assessment — LLMOps chevron_right

Quiz

AI Cheatsheets expand_more

Prompt Engineering Quick Reference

LLM API Cheatsheet

Embeddings & Vector Search

Exams expand_more

AI Theory Exams

AI Project Exams

Basic AI Fundamentals Quiz

Exam Theory: RAG and Optimization

Final Exam: Enterprise RAG System

Final Project Exam: FPT Customer Chatbot - Multi-Agent AI System

LLMOps and Evaluation Question Bank

Final Exam: Production-Ready RAG Evaluation System

code What Is Software Engineering? expand_more

Software Engineering Training Program

Foundations expand_more

Threads vs Processes

What asyncio is ?

File Descriptors

CPython vs Pure Python

Practice — Foundations chevron_right

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 chevron_right

Foundations Assessment Quiz

API Development expand_more

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 chevron_right

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 chevron_right

Applied Assessment Quiz

Data Persistence expand_more

Install required packages

Async Python, Postgres, and SQLAlchemy

Alembic Introduction

CRUD Application Overview

Practice — Data Persistence chevron_right

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 chevron_right

Integration Assessment Quiz

Security & Testing expand_more

What is OAuth 2.0

Google OAuth2 Authentication

Authentication Implementation Overview

Unit Testing FastAPI Applications

Practice — Advanced chevron_right

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 chevron_right

Advanced Assessment Quiz

Software Engineering Cheatsheets expand_more

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 expand_more

Final Project Exam: FPT Customer Chatbot - Backend API System

Introduction to Software Engineering

Software Engineering Appendix expand_more

Frontend Practice — Chatbot Backend API

cloud What Is Cloud & Infrastructure? expand_more

Cloud & Infrastructure Training Program

Foundations expand_more

Introduction to Cloud

Docker Fundamentals & Best Practices

Monolith vs. Microservices: Principles, Pros & Cons

Practice chevron_right

Assignments Containerization with Docker Assignment

Assessment chevron_right

Containerization with Docker - Quiz

Applied expand_more

Basic AWS Services Essential

CI/CD Automation Pipelines

Continuous Code Quality with SonarQube

Practice chevron_right

CI/CD and Deployment Assignment Continuous Code Quality with SonarQube Assignment

Assessment chevron_right

CI/CD and Deployment - Quiz Continuous Code Quality with SonarQube - Quiz

Integration expand_more

Implementing API Gateway

Message Queues with RabbitMQ

Advanced expand_more

SAGA Pattern Concepts

Performance — Redis Caching

Review & E2E Debugging

Practice chevron_right

Assignments

Cloud & Infrastructure Cheatsheets expand_more

AWS Core Services Quick Reference

Kubernetes Quick Reference

CI/CD Patterns Quick Reference

Managed ML Services Cheatsheet

Exams expand_more

Basic DevOps Essentials for Developer - Theory Exam

Final Exam: Deploy FastAPI Application to AWS Cloud

Common Resources

menu_book Glossary settings Setup Guides folder_open Study Materials

description Release Notes expand_more

Content Changelog Platform Changelog

Get Involved

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Last updated on 16/04/2026 14:22 (UTC+7).

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