Overview
AI Resume Analyser is a full-stack application built to help users improve their resumes. It provides detailed recommendations and tips based on uploaded resumes, leveraging the power of AI to analyze and enhance profiles effectively. This tool serves both admins and general users with specific functionalities tailored to their roles.
Goals and Motivation
The inspiration for this project arose from the need to build resumes that align with industry standards and maximize opportunities. Existing solutions often lacked customization, so I decided to create an AI-powered tool that could offer personalized suggestions, making resume building accessible and efficient for everyone.
This project also gave me the chance to refine my skills in backend, frontend, and AI integration, while tackling challenges such as prompt engineering and database management.
Tech Stack
Frontend: Streamlit
The user interface was built using Streamlit for a quick and interactive user dashboard. These frameworks enabled a seamless and intuitive user experience.
Backend: Python
The backend was powered by Python, making it lightweight yet powerful.
Database: MySQL
The data persistence layer used MySQL to store resumes, user data, and analytics efficiently. This relational database ensured data consistency and quick retrieval.
AI Integration: GEMINI Models
Leveraging Gemini models, the application provides accurate recommendations. Prompt engineering played a crucial role in obtaining detailed and actionable insights from the AI.
Features
1. Resume Analysis
- Upload resumes in various formats (PDF, Word, etc.).
- Get detailed suggestions to improve sections like skills, work experience, and formatting.
- AI-generated feedback tailored to specific job roles.
2. Admin Panel
- Manage user uploads and monitor analytics.
- Review and fine-tune AI suggestions for optimal accuracy.
3. Real-Time Feedback
- Instantly process resumes and display insights.
- Suggest keywords and phrases aligned with target industries.
4. User-Friendly Design
- Simple and clean interface for non-technical users.
- Fully responsive design for mobile, tablet, and desktop.
Challenges and Solutions
Writing Effective Prompts
Creating prompts to extract meaningful recommendations from the GPT models was a significant challenge. After multiple iterations and testing, I fine-tuned the prompts to achieve the desired level of accuracy.
Data Privacy
Handling sensitive data like resumes required strict measures to ensure security. User data is encrypted during upload, and the application complies with data protection standards.
Streamlining AI and Database Integration
Balancing the AI’s processing time with efficient database operations was a technical challenge. I implemented asynchronous tasks and optimized queries for seamless performance.
Repositories
Outro
This project has been a rewarding journey, teaching me valuable lessons in time management, technical problem-solving, and user-centric design. AI Resume Analyser has not only enhanced my development skills but also empowered users to build stronger profiles and achieve their career goals.
I’d love to hear your thoughts on this project! Feel free to connect with me on Twitter 😊 or check out the live website linked above.
Start Building Your Dream Career 🎉
Last updated on January 17, 2025 at 1:50 AM UTC+7. See Changelog