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R99D7/README.md

👨‍💻 Muthuraman Ramanathan

Artificial Intelligence, Data Science & Medical Engineering (AIDM) 🧬

"Bridging Silicon and Biology: Architecting Next-Generation Medical & Deep Learning Systems."

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🔬 The AIDM Vision

I am an undergraduate specializing in Artificial Intelligence, Data Science, and Medical Engineering (AIDM) at Amrita Vishwa Vidyapeetham. My engineering philosophy revolves around building robust, scalable Machine Learning pipelines and applying Deep Learning architectures to solve complex clinical, biomaterial, and deep-space challenges.


🚀 High-Impact Research & AI Architectures

🧠 NeuroVision Diagnostics

Attention-Gated ResNet-34 & Multi-Modal Radiomics

Engineered an integrated web suite for reliable brain tumor diagnostics and epistemic uncertainty interception using deep learning architectures.

Stack: ResNet-34, Radiomics, Web Deployment

🧬 KR-GT V18 Framework

Deep Learning for Gene Regulatory Networks

Developed a hybrid Deep Learning framework for gene regulatory network inference, integrated directly with Murburn senescence modeling.

Stack: Hybrid DL, Bioinformatics, Systems Biology

🌌 ChondroZero-G

Federated Digital Twin for Deep-Space

Designed an autonomous federated digital twin for predictive cartilage degradation modeling, specifically targeting deep-space environments.

Stack: Federated Learning, Digital Twins, AI

🫁 Histopathological Analysis

Vision Transformers & LSTMs for Oncology

Built an end-to-end ML pipeline integrating Vision Transformers and LSTMs for predictive lung cancer diagnostics from histopathology data.

Stack: ViT, LSTM, PyTorch, Computer Vision

⚡ BioSync-AI Smart Patch

Autonomous Bioelectronic Wearable

Created an agentic AI-driven wearable patch for real-time therapeutic intervention, predictive health management, and continuous sensor fusion.

Stack: Agentic AI, Edge ML, Sensor Fusion

🌱 CADENCE Network

Causal Agentic Decision Networks

Utilized explicit counterfactuals and depth-guided multi-modal fusion for smallholder crop disease diagnosis using Explainable AI.

Stack: Causal AI, Explainable AI (XAI), Fusion

📖 Additional Publication Work: Authored multiscale computational neuroscience studies proposing Murburn DROS as a universal neuro-modulator and Titan-Net Physics-Informed Graph Transformers for stochastic maintenance.


🛠️ Deep Learning & Medical Tech Arsenal

AI, Deep Learning & MLOps
TensorFlow Keras PyTorch Hugging Face scikit-learn OpenCV W&B

Medical Compute & Data Science
Python MATLAB Pandas Polars SciPy NumPy Bioinformatics

Cloud, Deployment & Databases
GCP Vertex AI Docker Vercel Streamlit MongoDB SQL


🇫🇷 Linguistic & Cultural Pursuits

While my professional drive is rooted in algorithms and medical engineering, my greatest personal passion is mastering the French language and culture.

DELF A2 RKMath DELF B1 Target



♟️ Other Interests: Original Poetry | Chess | Singing


🏆 GitHub Trophies


📈 GitHub Impact

Muthu Raman's GitHub Stats Top Languages

Muthu Raman's GitHub Streak

GitHub Contribution Snake Animation

Popular repositories Loading

  1. Biofilm-ADMM-Pipeline Biofilm-ADMM-Pipeline Public

    Image‑based biofilm detection + ADMM optimizer pipeline.

    1

  2. neural-magnetism-murburn neural-magnetism-murburn Public

    A modular simulation framework investigating the biophysical interface of neural electromagnetic fields, mitochondrial Murburn bioenergetics, and quantum radical pair mechanism spin-dynamics.

    Python 1

  3. kr-gt-grn-murburn-aging kr-gt-grn-murburn-aging Public

    Knowledge-Retrieval Augmented Graph Transformer (KR-GT) Ensemble Gene Regulatory Network (GRN) Inference & Murburn ROS-driven Aging Simulation Pipeline.

    Python 1

  4. ChondroZero-G-Twin ChondroZero-G-Twin Public

    Decentralized generative clinical decision support system for astronaut joint health

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  5. Brain_Tumor_Classification_Team_8 Brain_Tumor_Classification_Team_8 Public

    NeuroVision: Attention-Gated ResNet-34 & Real-Time Multi-Modal Radiomics Web Suite (Team 8, Amrita Vishwa Vidyapeetam, Coimbatore)

    Python 1

  6. CUHK-X-Kaggle-VLM-Neural-Symbolic-Consensus-Reasoning CUHK-X-Kaggle-VLM-Neural-Symbolic-Consensus-Reasoning Public

    Top-tier AI/ML framework and complete 278-submission archival repository for the Kaggle CUHK-X Multimodal Video Reasoning Competition (Large Model Track), climbing from 0.485 to 0.77485+ evaluation…

    Python 1