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perilousTF/README.md

Hi there, I'm Pratyay Patra! πŸ‘‹

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I'm an enthusiastic Information Technology undergraduate (graduating in 2026) with a strong passion for Software Development, Machine Learning, and Full-Stack Development. I love transforming complex problems into elegant, efficient solutions and am always excited to learn, adapt, and contribute to innovative projects.

Pratyay's GitHub Stats Top Languages


πŸ› οΈ My Technical Toolkit

I utilize a blend of languages and modern frameworks to build efficient and scalable solutions.

Category Technologies
Languages C C++ Java Python JavaScript HTML5 CSS3 SQL
Backend & APIs Node.js Express.js Flask FastAPI REST API
Databases MongoDB MySQL OracleSQL
Frontend React HTML5 CSS3 Jetpack Compose
Data Science & ML Scikit-learn Pandas NumPy Matplotlib
Tools & Cloud Git GitHub VSCode AWS Kaggle
Exploring Advanced Cloud Operations, Deeper Android Development, MLOps

πŸš€ Notable Projects

1. Real-Time Accident Detection (Deep Learning)

A cutting-edge computer vision project for real-time analysis of traffic footage.

  • Objective: Developed a real-time accident detection system for CCTV traffic videos using EfficientNetB1 + Transformer for robust spatiotemporal analysis.
  • Pipeline: Built a full pipeline covering frame preprocessing, feature extraction, sequence modeling, training, and live inference.
  • Optimization: Achieved reliable accident classification, even on low-quality footage, through optimized frame sampling, feature scaling, and temporal attention modeling.
  • Technologies Used: Python, TensorFlow, Keras, OpenCV, EfficientNet, Transformer Models.

2. Image-Based Authentication with Steganography & PSO

A novel and secure authentication system that hides passwords within images.

  • Features: Implemented password encryption using LSB (Least Significant Bit) steganography and enhanced security by using Particle Swarm Optimization (PSO) for optimal pixel selection, increasing resistance to attacks.
  • Stack: Developed in Python with a Flask/FastAPI backend.
  • Technologies Used: Python, OpenCV, Flask, Steganography, Particle Swarm Optimization (PSO), Cryptography.

3. C++ Indexed File-Based Student Database

A command-line student management system built from scratch in C++ to mimic a simple database engine.

  • Features: Implements a custom file-based indexing system using an in-memory unordered_map to map student IDs to file positions (.idx file). This enables O(1) average time complexity for lookups, updates, and deletions.
  • Architecture: All student records are stored in a binary data file (.dat). The system supports full CRUD operations, soft deletion (by flagging records as inactive), and paginated views for search and list results.
  • Technologies Used: C++, File I/O, Data Structures, CLI.

πŸ† Achievements & Interests

Beyond coding, I enjoy competitive challenges and continuous learning.

  • Gaming: Ranked among the Top 256 Teams in India in the CODM World Championship 2021 (Activision).
  • Problem Solving: Winner of the Cognitive Maze Event at KIIT Fest 8.0.
  • Writing: Secured 3rd position in the KIIT Inter-hostel Hostel Premiere League (Essay Competition), 2022.
  • Certifications: I'm constantly upskilling and hold certifications in AWS Certified Cloud Operations, Google Cloud Architecture, Machine Learning from Kaggle, and Business Analytics from the University of Colorado Boulder, among others.

⚑ Fun Fact: I believe the strategic thinking from competitive gaming directly translates to better problem-solving in software development!

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