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AkshitSingh7/README.md
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👨‍💻 About Me & Work Experience

I am a Computer Science Senior at Manipal University Jaipur. My technical focus is on bridging the gap between theoretical Deep Learning research and scalable, real-world systems.

Research Intern | ISRO: Regional Remote Sensing Centre (West) My core expertise was honed during my internship at ISRO, where I focused on Geospatial Deep Learning.

  • The Mission: I developed a deep learning pipeline to automate the semantic segmentation of sand dunes from high-resolution satellite imagery.
  • The Tech: This involved engineering custom data ingestion workflows using GDAL and Rasterio.
  • The Research: I conducted rigorous benchmarking of U-Net architectures against Vision Transformers (ViT) to identify the optimal models for geological feature detection, while also prototyping Super-Resolution models to enhance low-quality satellite data.

⚡ Research & Other Highlights

  • 📄 Paper Under Review: The methodology and findings from my ISRO research on Automated Dune Segmentation are currently under review for publication in a scientific journal. (The source code for this project remains proprietary)
  • 🏆 National Finalist: Secured Top 8 (out of 6600+ teams) in the Indian Army Terrier Cyberquest ( a national level datathon) for engineering a hybrid Quantum Autoencoder + QSVM Intrusion Detection System.
  • 📢 Conference Acceptance: Author of "A Proposed Framework for Post-Quantum Cryptography," accepted at ADCIS 2025.

🛠️ Tech Stack

Domain Technologies
Languages Python C++ SQL
Deep Learning PyTorch TensorFlow Keras
Vision & Geospatial OpenCV GDAL YOLO
LLM & NLP HuggingFace LangChain Spark
Tools & Ops Git

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  1. Spark-ArXiv-End-to-End-LLM-Fine-Tuning-Pipeline Spark-ArXiv-End-to-End-LLM-Fine-Tuning-Pipeline Public

    An end-to-end LLM fine-tuning pipeline using PySpark and Mistral-7B to create a domain-specific research assistant.

    Python

  2. MRI-Image-Reconstruction-via-Physics-Informed-Diffusion MRI-Image-Reconstruction-via-Physics-Informed-Diffusion Public

    High-fidelity MRI reconstruction from 4x undersampled data using a Physics-Informed Conditional Diffusion Model

    Python

  3. Personal-Emotional-Intelligence-Engine-Real-World-Mood-Modeling-Causal-Analytics-LLM-Reasoning Personal-Emotional-Intelligence-Engine-Real-World-Mood-Modeling-Causal-Analytics-LLM-Reasoning Public

    A personal Emotional Intelligence Engine built from 500 days of real-life mood, behavior, environment, and activity data — combining causal analytics, pattern mining, and an LLM that reasons only f…

    Python

  4. VocalCV-Accompanist-AI-powered-gesture-piano-with-real-time-vocal-key-tracking VocalCV-Accompanist-AI-powered-gesture-piano-with-real-time-vocal-key-tracking Public

    A real-time gesture-based instrument that uses MediaPipe for hand tracking and TorchCrepe for vocal pitch detection. Sing a note to set the musical key, and use hand pinches to trigger diatonic cho…

    Python