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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
Re-ranking
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 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? expand_more
Software Engineering Training Program
Foundations expand_more
Web Concepts
Threads vs Processes
What asyncio is ?
greenlet
File Descriptors
Event Loop
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
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 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 JWT ?
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
Practice
Assessment
Advanced expand_more
SAGA Pattern Concepts
Performance — Redis Caching
Observability
Review & E2E Debugging
Practice chevron_right
Assignments
Assessment
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
Project Exam
Quiz
Final Exam: Deploy FastAPI Application to AWS Cloud
Final Exam
Common Resources
menu_book Glossary settings Setup Guides folder_open Study Materials
description Release Notes expand_more
Content Changelog Platform Changelog
Get Involved
people Contributors bug_report Report an Issue open_in_new
  • What Is AI Engineering?
  • LLMOps
  • Practice — LLMOps

Practice — LLMOps#

  • Assignment: RAGAS Evaluation Metrics
  • Assignment: RAG Architecture Experiment Comparison
  • Assignment: LLM Observability with LangFuse & LangSmith
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Last updated on 16/04/2026 14:22 (UTC+7).

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