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AI-Powered Career Intelligence System

An advanced, all-in-one monolithic application designed to help students and professionals navigate their career paths using intelligent predictions, automated resume parsing, and actionable AI-driven guidance.

✅ Project Objective

This project aims to bridge the gap between academic performance and industry expectations. It provides a personalized approach to career planning by analyzing resumes and academic metrics, and offering a Generative AI based Chatbot for customized career support.

🧠 Features & Moduels

1. 📊 Academic Profile & Prediction

A machine learning module built using scikit-learn (Random Forest) that calculates a user's probability of securing a placement based on quantitative (CGPA, marks) and qualitative (internships, extracurriculars) factors.

2. 📄 Resume Analyzer

A Natural Language Processing (NLP) tool that processes uploaded PDF resumes using PyPDF2. It cross-references extracted text against industry standard skill requirements for roles like Machine Learning, Data Science, and Software Engineering, giving the user a proficiency score.

3. 💡 Intelligent Recommendations

A deterministic rules engine evaluates the placement probability and resume score to produce dynamic, concrete guidance on how to prioritize next steps.

4. 💬 Career RAG Chatbot

An entirely local generative AI assistant utilizing Retrieval-Augmented Generation (RAG). Powered by google/flan-t5-small and faiss-cpu, it strictly references a custom knowledge base to accurately answer questions regarding career transitions and interviews.

🛠️ Tools & Technologies Used

🧪 Try It Live

Click here to access the Career Intelligence System Live Interface

📦 GitHub Repository

GitHub Repository - Career Intelligence System

🔗 Connect with Me
🌐 www.tauqueeralam.com
📱 LinkedIn | GitHub

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