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IndividualAI EngineeringAdvanced

C05

AI Application Engineer

LangChain/LlamaIndex, Vector DB, RAG & Agent — xây app AI thực tế

Duration
38 hours
Courses
6 courses
Level
Advanced

This program is for

TARGET AUDIENCE

  • Developer đã có nền Python muốn chuyển sang AI application engineering (LLM app, vector DB, agent)

Entry requirements

Prerequisites

This program has no external entry requirement. The list below is the learning order between its own courses.

Quality commitment

WHY CHOOSE VTI ACADEMY AI

01

Part of the VTI Group ecosystem

A leading Vietnamese IT corporation with 20+ years of experience, 3,000+ engineers, and an international partner network.

02

100% Hands-On — Real Data Labs

Every session includes a hands-on lab using real enterprise datasets — no fake data.

03

Hands-on expert AI instructors

Instructors currently working at tech companies, supporting learners 24/7.

04

Real projects throughout the course

Leave with a portfolio & capstone project you can use immediately at work.

05

Committed career support after the course

Alumni network, job referrals, and free content updates as the AI landscape evolves.

Learning outcomes

VALUE YOU GAIN AFTER THE COURSE

  • 1Mini-harness (model+tool+memory)
  • 21 app AI (LLM + Vector DB) có UI

Course content

COURSE ROADMAP

01

Stage 1

AI & LLM Fundamentals

Chọn đúng model; viết prompt cơ bản; nhận diện rủi ro

  • AI Landscape & How LLMs Work
  • Model Taxonomy by Purpose
  • Tokens, Context & Caching
  • +1 units...
8h
02

Stage 2

Prompt & Context Engineering

Thiết kế ngữ cảnh động; thư viện prompt tái dùng

  • Advanced Prompt Engineering
  • Context Engineering
  • Harness Engineering (intro)
  • +1 units...
8h
03

Stage 3

AI Application Engineering Foundations

Mini-harness (model+tool+memory)

  • API/SDK & Environment
  • Structured Output & Context-in-code
  • Harness Primitives
10h
04

Stage 4

LLM Application Development

1 app AI (LLM + Vector DB) có UI

  • LangChain/LlamaIndex
  • Vector & Memory
  • Tool, Agent intro & Packaging
12h
05

Stage 5

RAG Systems Engineering

Secure RAG nội bộ + báo cáo eval/bảo mật

  • RAG Architecture
  • Ingestion, Chunking & Embeddings
  • Retrieval & Orchestration
  • +2 units...
20h
06

Stage 6

AI Agent Engineering

Hệ multi-agent end-to-end

  • Agentic Patterns & Harness
  • Tool Use & Function Calling
  • Multi-agent Orchestration
  • +1 units...
16h

Capstone Project

1 app AI

Capability roadmap

Program curriculum

Only approved public Course, Unit and Topic outlines are shown.

1

Common Skills

2 courses

2

Foundation

1 courses

3

Advanced

3 courses

Student feedback

WHAT DO STUDENTS SAY ABOUT US?

After the C02 course, I automated my entire CV screening process. Saved 15 hours/week and the right-candidate interview rate rose 40%.
Nguyễn Lan AnhHR Manager
C03 completely changed how my team creates content. From 3 days/post down to 4 hours — with much better quality.
Trần Minh ĐứcMarketing Lead
VBC helped me ship my first MVP after 6 weeks. No product background, just an idea and AI — now I have paying users!
Phạm Thúy HàSaaS Founder

Want to confirm this program is the right fit?

Discuss your goals, current foundation and implementation needs with our advisors.

Frequently Asked Questions

FAQ