Modules Conducted - Lab Instructor - CS 250 Computer Architecture

1. Researching on Design for Testability2. Physical Design (Floor/Power Planning) for RISC-V Vector Processor3. Mentored Interns for various Engineering Design Projects

Currently developing a 𝘔𝘖𝘖𝘊 with my supervisors working on a number of TinyML projects exhibited below𝗖𝗿𝗼𝘄𝗱 𝗖𝗼𝘂𝗻𝘁𝗶𝗻𝗴• Counting people in Surveillance Footage for the purpose of avoiding overcrowding and observance of COVID Precautions.𝗙𝗮𝗹𝗹 𝗗𝗲𝘁𝗲𝗰𝘁𝗶𝗼𝗻 (in Elderly)• Modified Implementation of FallAllD: An Open Dataset of Human Falls and Activities of Daily Living for Classical and Deep Learning Applications M.Saleh• Detection of Falls on the edge by CNNs using sensor fusion of accelerometer and gyroscope 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀 𝗦𝘁𝘂𝗱𝗶𝗲𝗱• Wake Word Detection• Person Detection• Gesture Prediction

Project Title: Industrial Direction Finder in 4-6GHz Range1. Surveyed Algorithms fo Passive Direction Finding2. Simulated Multiple Signal Classification (MUSIC) Algorithm for Uniform Circular Array of Sensors in MATLAB.3. Desiging FPGA based Accelerator for Acceleration of MUSIC Algorithm

Led a team in development of a RISC-V based Vector Processor based on RVV 1.0 Specs. 𝗠𝗮𝗷𝗼𝗿 𝗔𝗰𝗰𝗼𝗺𝗽𝗹𝗶𝘀𝗵𝗺𝗲𝗻𝘁𝘀• Design of Chaining Mechanism• Analysis of Performance using Neural Network, Convolution, and Matrix Multiply Kernels• Backend Synthesis on Gate-Level Technology for Physical Implementation• Parameterization of Vector Register File

Led a team in development of a RISC-V based Vector Processor based on RVV 1.0 Specs. 𝗠𝗮𝗷𝗼𝗿 𝗔𝗰𝗰𝗼𝗺𝗽𝗹𝗶𝘀𝗵𝗺𝗲𝗻𝘁𝘀• Research and Development of RISC-V Vector Extension• Full Integration of Vector Extension with a Scalar Core• Development of Neural Network in RVV Intrinsics and Compiler Setup

Contributed in following projects𝗪𝗵𝗼𝗹𝗲-𝗦𝗹𝗶𝗱𝗲 𝗜𝗺𝗮𝗴𝗲 𝗦𝗰𝗮𝗻𝗻𝗲𝗿• ‎Image Tiling and Annotation Generation of Ultra High Resolution Slide Image• Data Preprocessing• Semantic Segmentation of Keratin Pearls in Tissues using UNet Architecture𝗗𝗲𝗻𝘁𝗮𝗹 𝗥𝗮𝗱𝗶𝗼𝗴𝗿𝗮𝗽𝗵𝘀• Data Preprocessing and Augmentations• Semantic Segmentation𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀• Wheat Head Detection using YOLOv5