Sairam954
I am a Ph.D. student at the University of Kentucky with research interest in Photonics for DL, ML and PNoCs . I worked as a software engineer at EPAM system
Lexington
Pinned Repositories
5-Dime
This was a team task during my Epam training where we were asked to develop an eCommerce site as MVP within the spam of 1 month. We were asked to develop with MEAN stack by learning them on the fly. We developed and deployed on Heruku platform :https://fiveanddime.herokuapp.com/
B_ONN_SIM
Binary Optical Neural Network Simulator
Diabetic-Retinopathy-Deep-Ensembles
LibraryWebApplication
This is the Book Library Web application which I developed using core Java and JSP servlets as part of my training task at EPAM India Pvt Ltd. The project was developed using several design patterns like Factory, Singleton, Command etc.
PIM_ACC_SIM
This is a simulator for evaluating the inference performance of In-DRAM CNN accelerators like DRISA, ATRIA, SCOPE, and LACC
QuantizationAwareTrainingPCM
This repo consists the Quantization aware training done with the help of Brevatis and modelling PCM drift
SC_ONN_SIM
This is a transaction-level, event-driven python-based simulator for evaluation of stochastic computing based optical neural network accelerators for various quantized Convolutional Neural Network models. This can generate metrics of an accelerator like latency, area, energy consumption and power
Silicon_Photonics_Process_Variation_Modeling
This repository contains the notebook with scripts to model process variation in Microring Resonator design parameters
SystemLevelSimulation
This repo contains code snippets for processing results of various simulators like Cacti, NVmain, Noxim, Dsent and NVsim
Sairam954's Repositories
Sairam954/QuantizationAwareTrainingPCM
This repo consists the Quantization aware training done with the help of Brevatis and modelling PCM drift
Sairam954/SystemLevelSimulation
This repo contains code snippets for processing results of various simulators like Cacti, NVmain, Noxim, Dsent and NVsim
Sairam954/PIM_ACC_SIM
This is a simulator for evaluating the inference performance of In-DRAM CNN accelerators like DRISA, ATRIA, SCOPE, and LACC
Sairam954/SC_ONN_SIM
This is a transaction-level, event-driven python-based simulator for evaluation of stochastic computing based optical neural network accelerators for various quantized Convolutional Neural Network models. This can generate metrics of an accelerator like latency, area, energy consumption and power
Sairam954/B_ONN_SIM
Binary Optical Neural Network Simulator
Sairam954/Silicon_Photonics_Process_Variation_Modeling
This repository contains the notebook with scripts to model process variation in Microring Resonator design parameters
Sairam954/5-Dime
This was a team task during my Epam training where we were asked to develop an eCommerce site as MVP within the spam of 1 month. We were asked to develop with MEAN stack by learning them on the fly. We developed and deployed on Heruku platform :https://fiveanddime.herokuapp.com/
Sairam954/bdl-benchmarks
Bayesian Deep Learning Benchmarks
Sairam954/CASES2022
Sairam954/Diabetic-Retinopathy-Deep-Ensembles
Sairam954/Machine-Learning-Course
Assignments completed as part of course
Sairam954/Results_Ploting_Graphs
This repository contains the python code for producing the results graphs for my conference/journal papers. This contains different kinds of graphs used in my research, I want to make the code generic that anyone can use it.
Sairam954/Bit_Parallel_Deterministic_Stochastic_Multiplier
Sairam954/brevitas
Brevitas: quantization-aware training in PyTorch
Sairam954/CNN_Model_Layer_Information_Generator
This repository consists of colab notebook that is used to generate CNN files for Optical Neural Network Simulator
Sairam954/Digital_CNN_SIM
Event driven simulator for multiplier network based simulators
Sairam954/EchoTorch
A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module available to easily create Deep Reservoir Computing models.
Sairam954/emoji-cheat-sheet
A markdown version emoji cheat sheet
Sairam954/gitignore
A collection of useful .gitignore templates
Sairam954/keras-vis
Neural network visualization toolkit for keras
Sairam954/leetcode-companywise-interview-questions
Contains latest company wise questions of LeetCode which appeared in the last 6 months.
Sairam954/MapReduceRecommenderSystem
This is a recommender system using collaborative filtering
Sairam954/Network_On_Chip_Simulator
Sairam954/ProblemSolvingPractice
This contains my notes and practice codes in java and python for solving coding challenges
Sairam954/ReconfigurablePsumReductionNetwork
Sairam954/RedBit
Quantized Training
Sairam954/Ring-Modulator-Automation-GUI
Ring Modulator Automation Software
Sairam954/Sairam954
Config files for my GitHub profile.
Sairam954/sairamsrivatsavai.github.io
My portfolio
Sairam954/UnarySim
This is a general-purpose simulator for unary computing based on PyTorch, with the paper accepted to ISCA 2020 and awarded IEEE Micro Top Pick for 2020.