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  • IIT Bombay
  • Mumbai, Maharashtra
  • 05:20 (UTC -12:00)
  • LinkedIn in/sameer302

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sameer302/README.md

Hi, I'm Sameer Kishor Nilkhan

I am currently working in the field of Edge AI, particularly for application in Healthcare.

MS(R) from IIT Bombay | BTech in CSE from VIT

  • As part of my Research work at IITB, am working on Understanding, Analysing and Improving Optimization techniques to deploy AIML Models on resource-constrained edge devices which comprise of Single Board Computers (NVIDIA Jetson, Raspberry Pi, etc), SmartPhones and microcontrollers used in healthcare devices. I have added following repositories on github which are related to my work:

    • Deployment of AIML models on Edge Devices: In this repo I am adding the guide and necessary code to deploy different AIML models on different Edge devices along with the code to analyze the performance of these models so that the user can compare the performance across different deployment scenarios.
    • Bottleneck Analysis of YOLO11 Inference Pipeline on Raspberry PI 5 with Live Camera Feed: In this repo I have analyzed and identified the existing bottlenecks in the inference pipeline of vision models such as YOLO11 on live camera feed. Starting from capturing frames by the camera sensor to the point of displaying bounding boxes for detected objects on the screen, I have pointed out the bottlenecks at every stage and also found out the possible optimization solutions that could help to overcome these bottlenecks.
    • Hailo-apps: This is a forked repo from the original Hailo-apps repo which is developed and managed by HAILO, a pioneering company developing specialized chips to enable AI on the edge.
  • As part of my Course work at IITB, I learned concepts related to AIML and healthcare and also implemented course projects to demonstrate my understanding of those subjects. I have added following repositories on github which represent some of the significant course projects:

    • DH302: Data Analysis of COVID-19 Pandemic: In this repo, as part of my course project for DH302: Public Health Informatics, I did Exploratory Data Analysis on the publically available COVID-19 data, made some Regression model to describe the wave nature of this pandemic and finally designed some hypothesis and tested their significance using various statistical tests.
    • BB606: Cellular Electricity Modelling: In this repo, as part of my course, BB606: Cellular Electricity, I understood how to design mathematical models to represent biological system such as Action Potential generation and propagation in nerve cells and how to use these models to predict the behaviour of biological system under controlled environments.
    • IE643: Knowledge Distillation for Time Series Forecasting: In this repo, as part of my course project for IE643: Deep Learning Theory and Practise, I understood and implemented Resource-Efficient Knowledge Distillation for Multi-Domain Time Series Forecasting. The goal of this project is to compress a large, high-performance Autoformer teacher model into a lightweight TSMixer student while maintaining strong forecasting accuracy across multiple heterogeneous electricity datasets.
  • During my Bachelor at VIT I understood the fundamentals of Computer Science and as an application of the knowledge gained, I have added following repositories on github showcasing my work on three projects there:

    • Rock, Paper, Scissor game: In this repo I have made a simple web based game built using basic HTML, CSS and Javascript.
    • S5 Smart Real Estate Project: In this repo I developed a full-stack real estate web application built using the MERN stack to understand and implement the end-to-end workflow of modern web development. This project focuses on real-world scalability, component-based UI design, backend API integration, and database management.
  • I also have some other repositories which I am using for my personal skill development and interesting projects. Some of these repos are:-

    • Supporting Codes: In this repo I have three sub files namely Linux, Github and Virtual Environment. In each of these files I have noted down the commonly used commands along with some usefule guidelines to be followed while executing those commands. I keep updating these files as and when I learn about any new command.
    • SML website: In this repo I have stored the code files that I used to create a website for our lab at IIT Bombay. This website contains information about our PI, lab students and staff and undergoing projects.
    • Python for AIML: In this repo I have added the python scripts that I used and interacted with while learning the basics of Python as a foundation for learning AIML.

I PULL out a FORK to PUSH my CLONE as he has ISSUES with my BRANCH of tree.

Connect with me:

sameer302 sameernilkhan sameer302 email

Languages and Tools:

python bash r pytorch tensorflow git linux opencv numpy raspberrypi

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