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.
IndividualAI EngineeringAdvanced
C06
MLOps Engineer
CI/CD cho AI, model serving, fine-tuning, monitoring production
- Duration
- 46 hours
- Courses
- 4 courses
- Level
- Advanced
Program introduction
GENERAL INTRODUCTION
Capstone: Model serve + monitoring
This program is for
TARGET AUDIENCE
- ML engineer/DevOps đã có nền Python + cloud, muốn đưa mô hình AI lên production và vận hành
Entry requirements
Prerequisites
- 1
- 2RAG Systems Engineering
Requires: AI Application Engineering Foundations(in this program)
- 3MLOps & Model Deployment
Requires: AI Application Engineering Foundations(in this program)
- 4Fine-Tuning & Model Customization
Requires: RAG Systems Engineering(in this program)
Quality commitment
WHY CHOOSE VTI ACADEMY AI
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
- 1Model serve + monitoring + báo cáo tải
Course content
COURSE ROADMAP
01
Stage 1
AI Application Engineering Foundations
Mini-harness (model+tool+memory)
- API/SDK & Environment
- Structured Output & Context-in-code
- Harness Primitives
02
Stage 2
RAG Systems Engineering
Secure RAG nội bộ + báo cáo eval/bảo mật
- RAG Architecture
- Ingestion, Chunking & Embeddings
- Retrieval & Orchestration
- +2 units...
03
Stage 3
MLOps & Model Deployment
Model serve + monitoring + báo cáo tải
- CI/CD for AI
- Packaging & Serving
- Monitoring & Scale
- +1 units...
04
Stage 4
Fine-Tuning & Model Customization
Model fine-tuned + báo cáo so sánh
- When to Fine-tune
- Dataset Preparation
- LoRA/QLoRA Fine-tuning
- +1 units...
Capstone Project
Model serve + monitoring
Capability roadmap
Program curriculum
Only approved public Course, Unit and Topic outlines are shown.
1
Foundation
1 courses2
Advanced
3 coursesStudent 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%.
C03 completely changed how my team creates content. From 3 days/post down to 4 hours — with much better quality.
VBC helped me ship my first MVP after 6 weeks. No product background, just an idea and AI — now I have paying users!
Want to confirm this program is the right fit?
Discuss your goals, current foundation and implementation needs with our advisors.
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