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  • Guru Nanak Institute of Technology
  • 157/F, Nilgunj Rd, Sahid Colony, Panihati, Khardaha, West Bengal 700110
  • 15:54 (UTC +05:30)

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ayushsin9h/README.md

Hi there, I'm Ayush Singh

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πŸ‘¨β€πŸ’» About Me

I am a Machine Learning Practitioner, deeply invested in building predictive frameworks, ensemble models, and intent classification systems.

Currently, I serve as the Chapter Lead of the Microsoft Student Ambassadors (MSA), GNIT Chapter, where I have scaled the technical community to over 800+ members (220% growth). I am passionate about leveraging data science, agentic AI, and cloud ecosystems to solve complex, real-world problems.

  • πŸ”­ I’m currently working on: Predictive frameworks, GenAI architectures, and intent classification models.
  • πŸ‘― I’m looking to collaborate on: Open Source ML/AI projects, NLP research, and LLM integrations.
  • πŸ’¬ Ask me about: Machine Learning (LightGBM, Logistic Regression), Data Science, Azure, and Microsoft Fabric.
  • πŸ” Know more about my LIVE projects:

πŸ› οΈ Technical Arsenal




Featured Data & AI Projects πŸš€

Project Description Tech Stack
Empathetic Buddy Clinical AI architecture acting as an emotional support system. Finalist (Top 15) at the OpenAImer 2026 GenAI Hackathon. Llama 3.1 8B ChromaDB
UIDAI (Aadhaar Framework) Lifecycle-Aware Aadhaar Intelligence Framework analyzing enrollment and biometric update trends across 760+ districts for the UIDAI Datathon 2026. Data Science Pandas
iRage-AlgoArena ML pipeline for the iRage Quant Finance Challenge to predict short-horizon market returns. Extracted alpha using row-wise feature engineering and memory-optimized ensemble models on anonymized tabular data. LightGBM Pandas

πŸ“« Connect with me

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  1. iRage-AlgoArena iRage-AlgoArena Public

    Quantitative finance machine learning pipeline engineered to predict short-horizon market returns from anonymized tabular data using an optimized LightGBM ensemble architecture

    Jupyter Notebook

  2. AI-IN-MENTAL-HEALTH-AND-EMOTIONAL-SUPPORT AI-IN-MENTAL-HEALTH-AND-EMOTIONAL-SUPPORT Public

    Built a conversational AI chatbot that can detect and respond to a user's underlying emotional needs, whether expressed directly, embedded in context, or only implicit in ordinary conversation

    Python 1

  3. UIDAI-DATA-HACKATHON-26 UIDAI-DATA-HACKATHON-26 Public

    UIDAI: Data Cleaning, Pre-processing and Visualization for its National-Level Hackathon

    Jupyter Notebook 1

  4. Steganography Steganography Public

    Secure Data Hiding in Images Using Steganography

    Python 2