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Jaswant-2525/README.md

Hi, I'm Jaswant Raj GV! ๐Ÿ‘‹

๐Ÿš€ Aspiring AI & Data Analytics Engineer

B-Tech in Computer Science and Engineering | Specializing in AI & Data Analytics

I am a highly motivated engineering student with a robust theoretical and practical foundation in Machine Learning, Deep Learning, and Natural Language Processing (NLP). My passion lies in leveraging cutting-edge AI technologiesโ€”specifically Transformer-based models and OCR systemsโ€”to solve complex business problems and enable multilingual support.


๐Ÿ‘จโ€๐Ÿ’ป About Me

  • ๐ŸŽ“ Education: Currently pursuing B-Tech in CSE (Artificial Intelligence and Data Analytics) at Sri Ramachandra Faculty of Engineering and Technology, Chennai.
  • ๐Ÿ“ˆ Academic Standing: Current CGPA of 9.65 (Expected Graduation: May 2027).
  • ๐Ÿ† Recognition: Recipient of the Chancellor's Cash Prize Award (2023) for achieving the highest marks in university examinations.
  • ๐Ÿ’ก Interests: I am eager to apply analytical skills to building intelligent systems, ranging from scientific simulations to advanced recommendation engines.

๐Ÿ› ๏ธ Technical Arsenal

Category Skills
Languages Python, Java, JavaScript, HTML, CSS, SQL (MySQL)
AI & ML Frameworks TensorFlow, PyTorch, Pandas, Gensim, Scikit-learn (implied by PCA/ML)
Web Development Node.js, Express.js, Flask, Tailwind CSS, React (implied context)
Tools & Platforms VS Code, GitHub, Google Colab, IntelliJ, Notion, Tableau, MS Excel
Core Concepts Deep Learning, NLP, Text Analytics, Data Mining, Unix Commands

๐Ÿ”ฌ Featured Projects

๐Ÿง  Automatic Information Retrieval from Research Papers

A sophisticated system for extracting and summarizing insights from unstructured academic documents.

  • Overview: Developed an end-to-end pipeline integrating Tesseract OCR for text extraction and Hugging Face Transformers (LLMs) for natural language understanding.
  • Key Features:
    • Named Entity Recognition (NER): Precise extraction of critical entities from text.
    • Keyword Ranking: Utilized TF-IDF to identify relevant keywords.
    • Automated Summarization: Generates key insights to reduce manual review time.
  • Tech Stack: Python, OCR, LLMs, NLP techniques.

๐Ÿ“‰ Enhancing Recommender System Performance with PCA

Research-driven project focused on optimizing Collaborative Filtering systems.

  • Overview: Conducted a comparative study to benchmark the impact of Principal Component Analysis (PCA) on recommendation accuracy and efficiency.
  • Impact: ADDRESSED challenges of data sparsity and scalability in E-commerce by applying dimensionality reduction to large-scale datasets.
  • Methodology: Designed experiments for explicit rating prediction and Top-N recommendation list generation using real-life customer purchase data.
  • Achievement: Won First Prize at Research Day 2025 for this work.

โš›๏ธ Scientific Simulations: Newton's Cradle

An interactive educational tool bridging physics and web development.

  • Overview: A web-based simulation demonstrating complex physics concepts like conservation of momentum and energy.
  • Key Features:
    • Real-time user controls for adjusting pendulum count and impact speed.
    • Frame-by-frame CSS animations for realistic motion physics.
  • Tech Stack: HTML, CSS, JavaScript.

๐Ÿ… Honors & Achievements

  • ๐Ÿฅ‡ First Prize, Research Day 2025: Awarded for the paper "Enhancing Recommender System Performance with Principal Component Analysis," showcasing expertise in Dimensionality Reduction.
  • ๐Ÿ—ฃ๏ธ Special Mention, TechExpo 2025: Recognized in the Technical Debate competition for critical thinking and articulating complex technical arguments.
  • ๐ŸŽ“ Chancellor's Cash Prize (2023): Academic excellence award for topping university examinations.

๐Ÿ“ซ Let's Connect

I am open to collaborations on AI/ML projects and data analytics challenges.

Pinned Loading

  1. Pegasus-Chatbot---Gemini-2.5-Flash-Model-Integration Pegasus-Chatbot---Gemini-2.5-Flash-Model-Integration Public

    Python

  2. Information-Extraction-From-Research-Papers Information-Extraction-From-Research-Papers Public

    This project is about designing an Automatic System to Extract the Information from the Research Papers

    1

  3. Audio-Classification Audio-Classification Public

    This project is about designing a Classification model by using MFCC and CNN to classify the Audio Signals

    Python

  4. Backend-Development Backend-Development Public

    JavaScript

  5. QuizApplication QuizApplication Public

    This repository is about a Full Stack Quiz Management Web App which is designed for the Management to Validate Students through this Web app that supports 7 different question type and three differโ€ฆ

  6. Personalized-Learning-Platform Personalized-Learning-Platform Public

    HTML