Overview
What this challenge is about.
Build a budget video QA demo, evaluate answers with two graders, and report accuracy. End with a verifiable certificate.
The scenario
The Singapore consultancy (around 50 consultants, AI-prototype practice) lives or dies on whether 5-day demos win paid engagements.
The Brief
What you'll do, and what you'll demonstrate.
Ship a 5-day video-QA demo on a single A10G that lands a corporate-training prospect.
Earning criteria — what you'll demonstrate
- Pick an appropriate video-language model under a hardware budget
- Build a working multimodal demo on a tight timeline
- Run a small-but-honest eval with multiple graders
- Translate a working prototype into a client-facing pitch
Program Fit
Where this fits in your program.
Sharpens the same skills your degree expects you to demonstrate.
Aligned coursework coming soon.
Skills
Skills you'll demonstrate.
Each one shows up on your verified credential.
- Video Language Models
Apply video language models to solve real industry problems and demonstrate production-level capability.
- Multimodal Fusion
Apply multimodal fusion to solve real industry problems and demonstrate production-level capability.
- Streamlit
Apply streamlit to solve real industry problems and demonstrate production-level capability.
- Evaluation
Apply evaluation to solve real industry problems and demonstrate production-level capability.
- Pytorch
Apply pytorch to solve real industry problems and demonstrate production-level capability.
- Demo Engineering
Apply demo engineering to solve real industry problems and demonstrate production-level capability.
Careers
Career paths this challenge builds toward
Completing this challenge demonstrates skills that transfer directly to these roles:
AI Engineer
Building a working multimodal demo on a tight budget and turning it into a pitch is the AI-engineer skill set consultancies hire for repeatedly.
This challenge sharpens
- video-language-models
- streamlit
- demo-engineering
Applied AI Scientist
Choosing the right model under a hardware budget and validating with a two-grader eval is core applied-AI-scientist work.
This challenge sharpens
- video-language-models
- multimodal-fusion
- evaluation
AI Solutions Architect
Translating a working demo into a solutions pitch is the AI solutions architecture work consultancies sell to enterprise clients.
This challenge sharpens
- demo-engineering
- video-language-models
- evaluation