Resume Optimization AI : Gemini LLM

Project Overview

Job Application process is no doubt daunting process and resume is the document which represents ourselves to the HR's. When ever we apply for a job and we get a reject without any feedback feels sad right. So i took this as a motivation to my project I created an application using Google generative AI [GEMINI] and built an application where you can get your feedback, and what are the keywords that are missing in your Resume.

Objectives

• Create an intuitive tool to help job seekers align their resumes with job descriptions.
• Utilize advanced AI for detailed resume analysis and feedback.
• Offer a user-friendly interface to simplify the resume review process.

Features

• Resume Upload: Users can upload their resume in PDF format.
• Job Description Input: A text input field allows users to paste the job description they are targeting.
• AI-Powered Analysis: Utilizing Gemini AI, the application provides a detailed analysis of the resume in context with the job description.
• Feedback on Different Aspects:
  • Resume Review: Overall feedback on content, structure, and clarity.
  • Skills Improvement: Recommendations for improving relevant skills.
  • Keywords Analysis: Identifies keywords missing from the resume.
  • Match Percentage: Indicates how well the resume aligns with the job description.

Technologies Used

• Streamlit: For developing the web application interface.
• Google Generative AI (Gemini Pro Vision): Powers the AI analysis.
• Python: Primary programming language for backend development.
• PDF2Image & PIL: Handles PDF conversions and image processing.

Challenges Faced

• Integration with Gemini AI: Ensured seamless communication between Streamlit and Gemini AI.
• PDF Handling: Efficiently converted PDF content for AI analysis.
• User Experience Optimization: Creating an intuitive and responsive UI.

Future Enhancements

• Support for Multiple Pages: Extend functionality to handle resumes with multiple pages.
• Customizable Feedback Categories: Allow users to select specific areas for detailed feedback.
• Interactive Resume Editing: Integrate features for users to edit resumes based on AI suggestions.
• Enhanced Error Handling: Enhance system robustness for various file formats and inputs.

Conclusion

Resume Optimization AI Streamlit application stands as a significant tool in bridging the gap between job seekers and their ideal job roles. By harnessing the power of AI, it provides valuable insights and recommendations, making it a pivotal step in enhancing the job application process.

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Created by Chaitanya