Morayo1992/SmartHire-NG

AI-powered resume screening system for graduate recruitment in Nigeria using Python, Scikit-learn, TF-IDF, Logistic Regression, and Streamlit. # 🇳🇬 SmartHire NG ## AI Resume Screening for Graduate Recruitment SmartHire NG is an AI-powered resume screening application developed as part of the **3MTT Capstone Project**. The application helps recruiters streamline the initial stage of graduate recruitment by analyzing candidate resumes, classifying them as **Fit** or **Not Fit**, identifying relevant and missing skills, and generating a recruiter recommendation. SmartHire NG supports both **resume text input and PDF resume upload**, while providing a transparent assessment through Machine Learning confidence, skill matching, and an overall Resume Score. --- ## 🚀 Live Demo **SmartHire NG:** smarthire-ng-kyappppuhzxbkp… **GitHub Repository:** github.com Demo Video drive.google.com --- ## 🎯 Problem Statement Recruiters can receive hundreds of applications for graduate positions, making the initial resume screening process time-consuming and repetitive. Manual screening can also make it difficult to consistently identify relevant skills across a large number of resumes. SmartHire NG addresses this challenge by automating the first stage of resume screening using **Machine Learning, Natural Language Processing (NLP), and skill matching**. The project is designed with the **Nigerian graduate recruitment context** in mind, where organizations often need efficient ways to screen large numbers of entry-level applications. --- ## 💡 Solution SmartHire NG provides a simple web-based screening tool where a recruiter can: 1. Select a graduate role. 2. Paste a candidate's resume or upload a PDF. 3. Extract and preprocess the resume text. 4. Use a trained Machine Learning model to predict candidate suitability. 5. Calculate the candidate's skill match percentage. 6. Generate an overall Resume Score. 7. Identify matched and missing skills. 8. Receive a recruiter recommendation. …