{"id":26322002,"url":"https://github.com/ananthakrishnan12/resume-analyzer-using-bert","last_synced_at":"2026-05-18T08:33:44.695Z","repository":{"id":282559813,"uuid":"948977982","full_name":"Ananthakrishnan12/Resume-Analyzer-Using-BERT","owner":"Ananthakrishnan12","description":"Resume Analyzer Using BERT","archived":false,"fork":false,"pushed_at":"2025-03-15T12:31:37.000Z","size":8813,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-15T13:19:28.261Z","etag":null,"topics":["bert-embeddings","bert-model","cosine-similarity","nlp-parsing","pdf","pdftotext","pymupdf","python3","spacy-nlp","streamlit","transformers"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Ananthakrishnan12.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2025-03-15T11:56:05.000Z","updated_at":"2025-03-15T12:37:47.000Z","dependencies_parsed_at":"2025-03-15T13:29:33.220Z","dependency_job_id":null,"html_url":"https://github.com/Ananthakrishnan12/Resume-Analyzer-Using-BERT","commit_stats":null,"previous_names":["ananthakrishnan12/resume-analyzer-using-bert"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ananthakrishnan12%2FResume-Analyzer-Using-BERT","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ananthakrishnan12%2FResume-Analyzer-Using-BERT/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ananthakrishnan12%2FResume-Analyzer-Using-BERT/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ananthakrishnan12%2FResume-Analyzer-Using-BERT/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Ananthakrishnan12","download_url":"https://codeload.github.com/Ananthakrishnan12/Resume-Analyzer-Using-BERT/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243753938,"owners_count":20342543,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["bert-embeddings","bert-model","cosine-similarity","nlp-parsing","pdf","pdftotext","pymupdf","python3","spacy-nlp","streamlit","transformers"],"created_at":"2025-03-15T16:19:07.950Z","updated_at":"2026-05-18T08:33:39.675Z","avatar_url":"https://github.com/Ananthakrishnan12.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 📄 AI Powered Resume Analyzer Using BERT - Transformer\n\nThis project is an AI-powered resume analyzer that uses BERT (Bidirectional Encoder Representations from Transformers) to compare a candidate's resume with a job description and provide a similarity score. The application is built using **Streamlit** for a user-friendly interface.\n\n---\n\n## 🚀 Features\n\n- 📤 Upload your resume in PDF format\n- 📝 Enter the job description text\n- 🧠 Extracts and processes text from the resume\n- 🔍 Uses BERT to generate embeddings for both resume and job description\n- 📊 Computes similarity score based on **cosine similarity**\n- 📈 Displays a **matching percentage** to help candidates assess their suitability\n\n---\n\n## 🛠️ Installation\n\n### 1️⃣ Clone the repository\n\n```bash\ngit clone https://github.com/Ananthakrishnan12/Resume-Analyzer-Using-BERT.git\ncd Resume-Analyzer-Using-BERT\n```\n\n### 2️⃣ Create a virtual environment (Optional but recommended)\n\n```bash\npython -m venv CV_parser\nsource CV_parser/bin/activate   # On macOS/Linux\nCV_parser\\Scripts\\activate      # On Windows\n```\n\n### 3️⃣ Install dependencies\n\n```bash\npip install -r requirements.txt\n```\n\n---\n\n## 📌 How to Run\n\nRun the Streamlit app:\n\n```bash\nstreamlit run main.py\n```\n\n---\n\n## 🏗️ Tech Stack\n\n- **Python** 🐍\n- **Streamlit** 🎨 (for UI)\n- **PyMuPDF (fitz)** 📄 (for PDF text extraction)\n- **Transformers** 🤗 (BERT-based embeddings)\n- **Torch (PyTorch)** 🔥 (for embedding computations)\n\n---\n\n## 🔍 How It Works\n\n1. **Resume Text Extraction**  \n   - The uploaded PDF file is processed using **PyMuPDF (fitz)** to extract text.\n\n2. **BERT Embedding Generation**  \n   - The extracted resume text and job description are tokenized and converted into embeddings using **BERT**.\n\n3. **Cosine Similarity Computation**  \n   - The similarity score between resume and job description embeddings is calculated using **cosine similarity**.\n\n4. **Result Display**  \n   - The application displays the extracted resume text (preview), job description, and **matching score** as a percentage.\n\n---\n\n## 📷 DEMO (Wait few seconds for loading....)\n\n![Resume Analyzer UI](https://github.com/Ananthakrishnan12/Resume-Analyzer-Using-BERT/blob/main/cv-praser.gif)  \n\n---\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fananthakrishnan12%2Fresume-analyzer-using-bert","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fananthakrishnan12%2Fresume-analyzer-using-bert","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fananthakrishnan12%2Fresume-analyzer-using-bert/lists"}