Inspiration
Many students struggle to choose the right tech career path. With so many fields—Web Development, Data Science, Machine Learning, Cloud, DevOps, Cybersecurity, Mobile Apps—it's overwhelming to understand where you fit and how to start. We created AI Career Pathfinder to make this journey simpler: An AI tool that reads your resume, identifies your strengths, recommends career paths, and generates a structured learning roadmap.
Our goal was to build something that feels like a personal AI career coach for students starting their tech journey.
What it does
AI Career Pathfinder analyzes your resume or skill description and:
Detects relevant skills from your text Recommends the most suitable tech career track Generates a 3-month learning roadmap Creates weekly skill-building tasks Helps students plan their next steps with clarity
It's simple, fast, and designed for beginners.
How we built it
We built the project using: Streamlit for a clean, interactive UI A custom NLP-based keyword matcher to identify skills A rule-based scoring system to rank career tracks JSON-based configuration for: career paths required skills
descriptions A simple roadmap generator based on the selected track Internally, the app performs three major steps:
- Clean and process resume text
- Extract skill keywords
- Score each tech career based on matched skills
- Generate roadmap + weekly tasks This approach keeps the solution lightweight, hackathon-friendly, and easy to explain.
What we learned
How to design simple but effective NLP pipelines How to structure a project for real-world hackathon submissions How to create configurable scoring logic using JSON How to use Streamlit for building interactive AI tools The importance of explainability — users want to understand why a career was chosen
Challenges we ran into
Ensuring skill detection works well even with varied resume formats Designing roadmaps that feel meaningful but flexible Making the UI simple for first-time users Keeping the tool lightweight without external APIs (to keep it easy to run anywhere)
Accomplishments that we're proud of
A fully functional AI career guidance tool Clean, easy-to-use UI Transparent scoring system Beginner-friendly architecture that can be extended easily
A helpful tool that genuinely supports students
What's next for AI Career Pathfinder
We plan to enhance the project with: Real ML/NLP embeddings for smarter skill detection Optional integration with LLMs for personalized career advice PDF resume upload + automatic text extraction More career tracks (Cloud, DevOps, Cybersecurity, UI/UX, etc.) Analytics dashboard to track learning progress
Built With
- basic
- json
- keyword
- natural-language-processing
- python
- regex
- rule-based
- scoring
- streamlit
