Amritpal Singh

MSCS @Georgia tech | Physician

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Projects

Self supervised learning for computer vision tasks

using BYOL(Bootstrap your own Latent) approach – a recent state of the art method

Project github – self_supervised/BYOL

Computer vision, Pytorch,

Self-supervised learning, Classification task

Catheter classification and prognosis on chest x-ray

Detection Catheter types and their position (normal, abnormal, borderline) on X-ray

Project github – https://github.com/Amritpal-001/EyeAI

Computer vision, Pytorch,

Multi class classification, GradCam

Custom Loss functions for Machine learning tasks

writing loss functions for classification and regression problems from scratch using numpy as a base library

Project github – custom_functions

Cell detect and track

Detect and track the cell lineage of different components for stem cell culture and organ cultures.

Project github – https://github.com/Amritpal-001/Cell-detect-and-track

Computer vision, Tensorflow, Pytorch

EyeAI

Training, deploying deep learning models for ophthalmology diagnosis on android app

Available on Google play store(as of June 2021)

Project github – https://github.com/Amritpal-001/EyeAI

Computer vision, Tensorflow lite , Kotlin

DermaAI

Training, deploying Skin lesions classification model – with user firendly interface to get test results

Project github – https://github.com/Amritpal-001/DermaAI

Computer vision, Tensorflow

ICU monitoring using CCTV footage

As part of CEE hackathon

Detecting patient welfare using segmentation frameworks on CCTV video

Project github – https://github.com/Amritpal-001/Big_brother_ICU_CEE_hackathon

Face generation using GANS

using DCGANs to generate new faces

using dataset of 8000+ face images to create faces from scratch

Project github –https://github.com/Amritpal-001/Generative-adversarial-networks-GANs

Vitals

Demo version of app to track your vitals – Temp, BP, SP02, BP. See graph representations.

Available on Google play store(as of June 2021)

Project github – https://github.com/Amritpal-001/Vitals

Kotlin framework

Thyroid gland segmentation on Ultrasound images

As part of https://tn-scui2020.grand-challenge.org

Segmenting thyroid gland from Ultrasound images

Project github – https://github.com/Amritpal-001/Image_Segmentation