Talent Match

🎯 Project Title: Talent Match 👔🤖💼

🔍 🚨 Problem We’re Solving
Manual resume screening is slow 🐌, inefficient ❌, and full of human bias 😵. HR professionals waste hours reviewing stacks of resumes 📄, while great candidates may be overlooked 😔. Job seekers often feel lost, unsure if they’re even a good fit 🤷.

🧩 💡 Our Solution: Talent Match
We built an AI-powered web platform that automatically matches candidate resumes with job descriptions using cosine similarity 🔍📊 – making hiring faster, smarter, and fairer! 🏆

✨ How It Works:

1. ✍️ HR Posts Job – via a simple web form

2. 📄 Candidates Upload Resumes – as plain text or form input

3. 🧹 Text Preprocessing – clean, lowercase, tokenize

4. 🔁 Vectorization – convert text into word frequency vectors

5. 💡 Cosine Similarity Calculation – match score is generated

6. 🟢 Auto Shortlist – if score ≥ 80%, candidate is shortlisted

7. 💽 SQL Database – securely stores jobs, resumes, and results

8. 📊 HR Dashboard – view candidates, scores, and take action

9. ✉️ 1-Click Email System – send interview calls effortlessly

10. 🤖 Automatic Interview Scheduling – powered by AI agent to coordinate date & time

🛠️ 💻 Tech Stack

• 🌍 HTML, CSS, JavaScript

• 🔄 Node.js with Express.js / Spring Boot

• 🧠 NLP + Cosine Similarity (JS/Python)

• 🗃️ MySQL / PostgreSQL

• 📬 Nodemailer / Java Mail API / EmailJS

• 🚀 Deployment: Render / Vercel / Railway / Heroku

• 🔧 Dev Tools: VS Code, Postman

📈 🎯 Impact
Talent Match transforms hiring by automating resume screening with precision 🚀. It reduces human error, saves valuable time ⏱️, and ensures the right people meet the right opportunities 🔗. A win-win for HRs and job seekers! 🙌

📚 References
🔗 equip.co
🔗 Resume Screening Research (ML)
🔗 ijirt.org
🔗 chatgpt.com