Abhidutta Mukund Giri

Medical AI Researcher | B.Tech in Computer and Communication Engineering

Experience

Medical AI Researcher

Architected an end-to-end diagnostic pipeline for Brightfield microscopy, integrating label-free image segmentation and multi-modal RBC morphology classification. Developed a specialized annotation dashboard to streamline haematologist review.

Innotech Manipal

Mar 2024 - Present
Co-founder, Researcher & Head of Management

Leading development of automation algorithms for cell data analysis to enhance processing speed in genomics. Co-founded the institute's first multidisciplinary research initiative uniting BioTech, CS, and VLSI domains.

Some Cool Projects

AR-Assisted Surgical Diagnostics on Private 5G Edge

Apr 2025 - July 2025

Designed an AR workflow using private 5G to stream high-res slide images for real-time AI inference. Implemented a lightweight U-Net segmentation model to identify tumor regions with sub-200ms latency.

Scalable Network Intrusion Detection System (SDN)

July 2025 - Nov 2025

Engineered a security platform on Mininet automating threat neutralization via OpenFlow in <1.2s. Integrated Suricata IDS with custom rules, achieving 97% detection accuracy on 100k pps loads.

Catalyst Recommender (Serverless AWS)

May 2025

Built a serverless recommender unifying Prime Video & Kindle data, reducing P99 latency to <200ms. Implemented Zero-Trust security with mTLS and SageMaker pipelines, boosting engagement by ~30%.

Technical Skills

Programming

Python C C++ Java R HTML CSS JavaScript Kotlin C#

Libraries

Pandas NumPy Scikit-learn TensorFlow Seaborn Matplotlib PyTorch Keras SciPy

Software Engineering

Object-Oriented Programming (OOP) Software Development Version Control (Git & GitHub) Modular & Extensible System Design

AI & Machine Learning

Large Language Models (LLMs) Fine-Tuning LLMs Prompt Engineering Neural Networks & Transformers Machine Learning (ML) Fundamentals Deep Learning Frameworks Model Optimization & Deployment

Data Processing & Analysis

Data Preprocessing & Cleaning Data Processing Pipelines Handling Structured & Unstructured Data Data Analysis & Visualization

Cloud & DevOps

Cloud Computing (AWS, Azure) Containerization (Docker) Model Deployment in Cloud Environments CI/CD for AI Workflows

Operating Systems

Windows Linux (Kali, Arch, Ubuntu & Debian) Android