HACK THE VALLEY X
UNHIDDEN TALENT IN
TECH
a solution for unlocking hidden STEM potential!
CONTENTS
Our Solution
Our Method
The How
PART 2
Defining “The” Problem
The Issue?
The Why
PART 1
Incorporating AI
Application and Potential
Demo
PART 3
DEFINING THE PROBLEM
PART 1
WHAT IS
the issue?
Have you ever been lost, felt like you didn’t know what to do, how you will do it?
Have you felt the need for guidance, and felt it difficult to approach or find someone?
Are you at an unfair disadvantage, whether that is environment, gender, race?
“Behind every great leader,
at the base of every great tale of success,
you will find an indispensable circle of trusted advisors, mentors, and colleagues”
“
”
OUR
solution
Adaptive talent detection system
Personalized Recommendation System
Regional resource context
PART 2
HOW are we making this diverse?
Training on diverse datasets and balanced samples
Apply fairness constraints in ML algorithm, and bias detection tools like IBM AIF 360
Track model outputs and get humans in the loop, using guardians to determine if AI is making plausible recommendations.
Tech Stack
Frontend: React, React Router DOM, Vite, Tailwind CSS, PostCSS, Autoprefixer, Node.js, npm, JavaScript (ESNext), HTML5, CSS3��Backend: Express.js, Express.js
Database: MongoDB, PostgreSQL
Deployment: Vercel
AI: Text Encoder(HF Transformers), Numeric Projector(FNN), Behaviour Encode (GRU)& XGboost
User Flow
user profile -> AI Process & Generate questions -> User interacts / with output -> AI analyzation / report of yourself -> if not satisfied -> retries the loop -> Career recommendation ( Resources designed to user profile/ socio economic status) -> Connection to real life opportunities in regional context ( Internship, Mentorship, Employment, etc).
APPLICATION DEMO
THANK YOU
Any questions? Feel free to reach us any time!