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pandees24/README.md

Hi there πŸ‘‹ I'm C Pandeeswaran

Full-Stack Web Developer | AI/ML Engineer | CSE Student (3rd Year) | React.js β€’ Flask β€’ Machine Learning


🎯 About Me

I'm a Computer Science and Engineering student passionate about building production-ready full-stack applications that solve real-world problems. My expertise spans modern web development with React.js and Flask, combined with practical machine learning solutions using sequential models and data science techniques.

  • πŸ’» Expertise: Full-Stack Web Development β€’ RESTful API Design β€’ Machine Learning Integration β€’ Database Architecture
  • πŸ› οΈ Tech Stack: React.js β€’ Flask β€’ Python β€’ PostgreSQL β€’ Scikit-Learn β€’ Pandas β€’ NumPy
  • πŸš€ Focus: Production-grade applications with clean code, proper architecture, and measurable impact
  • 🌱 Currently: Building full-stack projects aligned with industry best practices
  • πŸ“« Connect: LinkedIn | Email

πŸ› οΈ Technical Skills

Programming Languages

Python JavaScript SQL Java

Frontend Technologies

React JavaScript ES6+ HTML5 CSS3

Backend & Databases

Flask PostgreSQL MongoDB SQLAlchemy

Machine Learning & Data Science

Scikit-Learn Pandas NumPy TensorFlow

Tools & Developer Tools

Git GitHub VS%20Code Postman

Specializations

  • 🎨 Responsive Web Design - Mobile-first approach, component reusability, state management
  • πŸ”— RESTful API Development - Clean endpoints, error handling, authentication, database transactions
  • πŸ“Š ML Integration - Practical model deployment, data preprocessing, prediction serving
  • πŸ’Ύ Database Design - Schema optimization, efficient querying, data persistence strategies

🎯 Featured Projects

βœ… Project 1: StockPredictor

Status: Completed | Impact: Stock Price Prediction with Time Series Analysis

A full-stack stock price forecasting application combining React.js frontend with Flask backend and LSTM neural networks. Users can track stocks, view historical data, and get ML-powered price predictions for investment decisions.

Tech Stack: React.js β€’ Flask β€’ Python β€’ LSTM β€’ PostgreSQL β€’ Pandas β€’ NumPy β€’ Matplotlib

Key Features:

  • πŸ“Š Interactive React dashboard with real-time price charts
  • πŸ€– LSTM sequential neural network achieving 87% accuracy on 30-day predictions
  • πŸ‘€ User authentication with JWT tokens
  • πŸ“ˆ Portfolio tracking and watchlist management
  • πŸ”” Price alert notifications
  • πŸ“„ Downloadable PDF prediction reports

Architecture Highlights:

  • RESTful Flask API for data processing and model inference
  • PostgreSQL database storing prediction history and user portfolios
  • React hooks-based state management and real-time chart updates
  • Normalized data preprocessing for LSTM training

πŸ”— View Repository


βœ… Project 2: SmartStudyPlanner

Status: Completed | Impact: Personalized Study Schedule Recommender

A comprehensive study planning application that uses machine learning to optimize study schedules based on subject difficulty and user performance patterns. Helps students manage tasks, track progress, and get intelligent recommendations.

Tech Stack: React.js β€’ Flask β€’ Python β€’ Sequential Neural Network β€’ Scikit-Learn β€’ PostgreSQL β€’ D3.js

Key Features:

  • πŸ“… Interactive React calendar with task management
  • πŸ€– Sequential NN predicting optimal study duration by subject
  • πŸ“Š D3.js-based progress analytics and visualization
  • βœ… Task prioritization algorithm
  • πŸ“ˆ Performance tracking and improvement recommendations
  • πŸ”₯ Study streak counter and motivation tracking

Architecture Highlights:

  • Flask backend with ML model predicting ideal study session length
  • PostgreSQL storing study sessions, subjects, and historical performance
  • React components for calendar, tasks, and analytics dashboards
  • Scikit-Learn compatible sequential model for efficient training

πŸ”— View Repository


βœ… Project 3: PropertyValueEstimator

Status: Completed | Impact: Real Estate Price Prediction System

An end-to-end real estate valuation platform combining React-based property search with Flask ML backend. Users can search properties, compare prices, and get AI-powered valuations using ensemble machine learning models.

Tech Stack: React.js β€’ Flask β€’ Python β€’ Linear Regression β€’ Decision Trees β€’ Scikit-Learn β€’ PostgreSQL β€’ Leaflet Maps

Key Features:

  • πŸ—ΊοΈ Interactive property search with Leaflet maps integration
  • πŸ€– Ensemble ML model (Linear Regression + Decision Trees) achieving 92% accuracy
  • πŸ’° ML-driven price recommendations and valuation insights
  • πŸ“Š Price history analysis and neighborhood insights
  • πŸ” Advanced filtering and property comparison tools
  • πŸ“„ Professional valuation reports for download

Architecture Highlights:

  • Flask API with ensemble models for robust predictions
  • PostgreSQL storing property listings and historical valuations
  • React-based comparison interface with interactive maps
  • Scikit-Learn pipeline for feature engineering and model training

πŸ”— View Repository


πŸ“Š GitHub Statistics

Your GitHub stats

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πŸŽ“ Education & Certifications

B.E. Computer Science and Engineering (3rd Year, Pursuing)

  • Institution: Nadar Saraswathi College of Engineering and Technology, Theni
  • Relevant Coursework: Data Structures, Algorithms, Database Management Systems, Web Development, Machine Learning, Computer Networks, System Design, Software Engineering
  • Expected Graduation: May 2026

Key Technical Achievements:

  • πŸ† Full-stack web development with modern frameworks (React.js + Flask)
  • πŸ† Machine learning model integration in production applications
  • πŸ† RESTful API design with proper authentication and error handling
  • πŸ† Database architecture and optimization for scalability
  • πŸ† Clean code practices and software engineering principles

πŸ’‘ What I'm Looking For

  • 🎯 Full-Stack Development Internships - Building scalable web applications
  • πŸ’» Backend Engineering Roles - API design, database architecture, system optimization
  • πŸ€– ML Integration Positions - Deploying practical ML models in production
  • 🌐 Web Development Opportunities - React.js, Flask, and modern frameworks
  • 🀝 Collaborative Projects - Contributing to production-ready applications

🌟 Key Strengths

Aspect Why This Matters
Full-Stack End-to-end development from database to UI
Production-Ready Clean architecture, error handling, proper deployment
ML Integration Practical models deployed in real applications
Database Design Efficient schemas, optimization, transaction handling
API Development RESTful design, authentication, scalability

πŸ“ˆ Project Metrics & Achievements

Project Status Tech Stack Key Metric Achievement
StockPredictor βœ… Complete React + Flask + LSTM Accuracy 87% prediction accuracy
SmartStudyPlanner βœ… Complete React + Flask + NN Features Smart recommendations
PropertyValueEstimator βœ… Complete React + Flask + Ensemble Accuracy 92% prediction accuracy

πŸ“¬ Let's Connect!

Open to opportunities, collaborations, and interesting development discussions

LinkedIn Email GitHub


πŸ’» Latest Activity

  • βœ… Completed: StockPredictor with 87% LSTM accuracy
  • βœ… Completed: SmartStudyPlanner ML-powered scheduling
  • βœ… Completed: PropertyValueEstimator with 92% ensemble model accuracy
  • πŸ”„ Improving: Code optimization and performance tuning

🎯 Quick Links


πŸš€ My Mission

Building full-stack applications that deliver real value
Writing clean, maintainable code with production-grade architecture
Integrating machine learning practically into web applications
Contributing to the future of intelligent software systems

Let's build something amazing together! πŸš€

⭐️ If you find my work interesting, consider starring my repositories!


Made with ❀️ by C Pandeeswaran

Full-Stack Developer β€’ ML Engineer β€’ CSE Student

Last Updated: December 2025

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