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🤖 Career paths

AI Engineer

Ship AI features with evals, retrieval, and reliable integration — not demos alone.

ML/LLM application engineering: prompts/RAG/evals → ownership → internship.

THEi ICT prospects: AI Engineers in the fast-growing ICT industry in Hong Kong.

🤖 Artificial Intelligence 💻 Computer Science
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Practice labs for this career path

Prioritize these virtual projects for “AI Engineer” so your portfolio matches the role.

RAG Hit Rate Lab
RAG: measure Hit@k and improve retrieval hit rate
Open
AI Loop Ownership Lab
Prove you own the AI loop: evals, fallback, veto
Open
Build an AI Study Buddy (AJAX)
Consulting track: AI-assisted learning tools
Open
System Design One-Pager Lab
Practice a system-design one-pager and trade-offs
Open
Build a Job Tracker API (Node.js + Express)
Backend core: design and ship a REST API
Open
Ship It: Git + Public Deploy
Ship a public URL interviewers can open
Open

See labs for this path →

Next: interview prep

Start with Technical questions for this path, and turn your labs into STAR stories.

Question bank Start practice

Skills to build

Python + ML literacy
Data pipelines, model basics, metrics
Stage 1
LLM application patterns
Prompting, tool use, RAG, failure modes
Stage 1
Eval & ownership
Hit@k / task success, human veto, fallbacks
Stage 2

Certifications

Optional cloud AI / vendor courses
Signal only — portfolio evals matter more
Stage 1

Projects & portfolio

RAG Hit Rate Lab
Measure and improve retrieval Hit@k
Stage 1
AI Loop Ownership Lab
Evals + fallback + veto in a mini feature
Stage 2

Internship planning

AI / ML engineer intern
Feature integration, evaluation, data prep
Stage 1
Production discipline
Monitoring, cost, safety notes for shipped AI
Stage 2

Mentors who can guide this path Points 8 mentors Book with points 🤖 Artificial Intelligence 💻 Computer Science

Taylor
Data Analyst Tencent 🤖 Artificial Intelligence 📊 Business & Analytics 20 consultations Points · 15 min
Tencent data analyst , metrics, experimentation and decision storytelling.
View
Jerry
Product Manager Tencent 🤖 Artificial Intelligence 📊 Business & Analytics ✏️ Design & UX 19 consultations Points · 15 min
Tencent product manager , user research, roadmap prioritisation and cross-functional delivery.
View
Winko
Tech Consulting · Backend Oracle · Tencent 💻 Computer Science 📊 Business & Analytics 16 consultations Points · 15 min
Oracle technical consulting background plus Tencent backend engineering , enterprise and internet s…
View
Iris
AI / Web3 Product Manager Baidu · Web3 🤖 Artificial Intelligence 📊 Business & Analytics ✏️ Design & UX 15 consultations Points · 15 min
AI PM at Baidu with Web3 product experience , roadmaps, user research, and 0→1 launches.
View
Max
Pre-sales Engineer Huawei / Alibaba 🤖 Artificial Intelligence 💻 Computer Science 📊 Business & Analytics 15 consultations Points · 15 min
Pre-sales engineer experience across Huawei and Alibaba , bridging customers and product teams.
View
Anson
AI Product Manager ByteDance 🤖 Artificial Intelligence 📊 Business & Analytics 14 consultations Points · 15 min
ByteDance AI Product Manager , shipping AI features at consumer scale.
View
Kelvin
Technical Presale Tencent 🤖 Artificial Intelligence 💻 Computer Science 📊 Business & Analytics 14 consultations Points · 15 min
Tencent technical presale , customer discovery, solution design and PoC delivery for enterprise acc…
View
Cassie
Solutions Engineer Tencent 🤖 Artificial Intelligence 💻 Computer Science 📊 Business & Analytics 13 consultations Points · 15 min
Tencent Solutions Engineer helping enterprise customers turn cloud & AI into shipped outcomes.
View

Open roles matched to this path

Auto-tagged from job titles/descriptions — JobsDB, Indeed, and more.

AI Engineer
Pacific Prime Insurance Brokers · Ngau Tau Kok, Kwun Tong District · jobsdb
Apply
GenAI Engineer / AI Builder/ AI Agent Associate (5-Days Work & Bonus)
The Trader Funds Limited · Wan Chai, Wan Chai District · jobsdb
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Software Engineer (SE) — Full Stack
Expert Systems Limited · Kwun Tong, Kwun Tong District · jobsdb
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Technology Consultant / AI Engineer (Fresh Graduate Welcome)
Neuron Digital · Hong Kong Science Park, New Territories · indeed
Apply
人工智能工程師
HAILSTONE AI INNOVATIONS LIMITED · 深圳 · jobs_gov_gbayes
Apply
Senior Software Engineer / ML Engineer (m/w/x) im Bildungsumfeld / Remote
GFN GmbH · Heidelberg · Remote · arbeitnow
Apply
Machine Learning Engineer (m/w/d)
Rockstardevelopers GmbH · Stuttgart · Remote · arbeitnow
Apply
Senior DevOps Engineer
Lemon.io · Americas, Europe, Asia, Africa, Oceania · remotive
Apply
The Role
Artefacts / Asteria ART · Indiana, · remoteok
Apply
Senior Independent AI Engineer / Architect
A.Team · Americas, Europe, Israel · remotive
Apply
Senior Product Manager
Lemon.io · Americas, Europe, Asia, Oceania · remotive
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Senior AI Engineer
Lemon.io · Northern America, LATAM, Europe, APAC · remotive
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