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amankumar12S/README.md
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Hi there, I'm Aman Kumar


👨‍💻 About Me


Undergraduate AI Researcher & Team Lead

  • Medical AI & Vision: Leading research in medical image segmentation and brain tumor classification.
  • Historical Script OCR: Engineering an end-to-end CV/NLP architecture for degraded ancient Ashokan Brahmi script.
  • Space Weather: Co-authored a CNN-DDL architecture for real-time Ionospheric TEC forecasting.
  • NLP: Exploring semantic shifts in large-scale climate discourse.
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📚 Publications & Research Focus


  • Research implementation projects in:
    • Medical Imaging
    • Vision Transformers & Deep Delta Learning
    • Remote Sensing AI
    • OCR Systems & Multimodal AI

  • Focused on: Building highly efficient, hardware-optimized deep learning architectures.

  • Goal: International Master's / Direct PhD in AI & Deep Learning.

  • Recent Acceptances: IEEE SPACE 2026, IEEE GCON 2026, IEEE CONECCT 2026.

🛠️ Tech Stack & Tools

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📊 GitHub Analytics

GitHub Streak

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  1. DDV-GNet-Space DDV-GNet-Space Public

    Official PyTorch implementation of DDV-GNet: A real-time hardware-optimized gated convolutional neural network for aerospace defect detection. Accepted at IEEE SPACE 2026.

    Jupyter Notebook

  2. Optimizing-Deep-Learning-for-Brain-Tumor-Classification Optimizing-Deep-Learning-for-Brain-Tumor-Classification Public

    Official implementation of the paper Optimizing Deep Learning for Brain Tumor Classification: A Comparative Ablation Study of Preprocessing and Augmentation Strategies. Includes patient-level data …

    Jupyter Notebook

  3. DDV-Mamba_for_Efficient_Remote_Sensing DDV-Mamba_for_Efficient_Remote_Sensing Public

    Forked from Latchan-Ch/DDV-Mamba_for_Efficient_Remote_Sensing

    DDV-Mamba: A highly efficient hierarchical vision model utilizing 2D Deep Delta Learning and SSM-Gated Aggregation for real-time satellite land-cover classification.

    Jupyter Notebook

  4. Hindi-Ambiguity-NLP Hindi-Ambiguity-NLP Public

    An NLP project aimed at resolving semantic ambiguity in Hindi. Features a custom 1,000-sentence dataset and notebooks for fine-tuning small transformer models (Qwen) using LoRA.

    Jupyter Notebook

  5. Delhi-Airshed-Audit Delhi-Airshed-Audit Public

    "End-to-end AI pipeline for land-cover classification of the Delhi Airshed using Sentinel-2 imagery and a custom CNN. Submission for SRIP 2026."

    Jupyter Notebook