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Surojit's Projects

perspective icon perspective

Perspective is a solution to visualize Cloud workloads. Using Perspective you can build, customize, and share detailed architecture diagrams of your workloads based on live data from AWS. Perspective works by maintaining an inventory of the AWS resources across your accounts and regions, mapping relationships between them and displaying them in the Web User Interface (Web UI). When you need to make changes to a resource, Perspective saves time by providing a link to the resource in the AWS Console.

pneumonia-diagnosis-using-xrays-96-percent-recall icon pneumonia-diagnosis-using-xrays-96-percent-recall

BEST SCORE ON KAGGLE SO FAR , EVEN BETTER THAN THE KAGGLE TEAM MEMBER WHO DID BEST SO FAR. The project is about diagnosing pneumonia from XRay images of lungs of a person using self laid convolutional neural network and tranfer learning via inceptionV3. The images were of size greater than 1000 pixels per dimension and the total dataset was tagged large and had a space of 1GB+ . My work includes self laid neural network which was repeatedly tuned for one of the best hyperparameters and used variety of utility function of keras like callbacks for learning rate and checkpointing. Could have augmented the image data for even better modelling but was short of RAM on kaggle kernel. Other metrics like precision , recall and f1 score using confusion matrix were taken off special care. The other part included a brief introduction of transfer learning via InceptionV3 and was tuned entirely rather than partially after loading the inceptionv3 weights for the maximum achieved accuracy on kaggle till date. This achieved even a higher precision than before.

pricing-engine icon pricing-engine

Proof of Concept of a dynamic pricing engine using JBoss Drools or Groove

remote-faces icon remote-faces

A tool for Working From Home: Share your webcam images with your colleages

rgpaperlayout icon rgpaperlayout

This is a layout that clones the interaction of going through sections when editing your sections in Facebook's paper app

searchable-map-template-csv icon searchable-map-template-csv

:earth_americas: You want to put your data on a searchable, filterable map. This is a free, open source template using Leaflet & Turf to help you do it.

serverless-subtitles icon serverless-subtitles

Serverless Subtitles can handle a video input, extract the sound, transcript it and generate different subtitle files for your video.

ses-email-client icon ses-email-client

Simple, serverless email client for AWS SES. With this email client, you will be able to read emails received by SES into S3 without having to purchase AWS Workmail.

solarpermit icon solarpermit

Web Based Tool for Tracking Solar Permitting Requirements in The United States

storm icon storm

Write Storm Bolts in R using the Storm Multi-Language Protocol.

sur icon sur

R Projects that I created to play around data of my interest

terrapattern icon terrapattern

Enabling journalists, citizen scientists, humanitarian workers and others to detect “patterns of interest” in satellite imagery.

tfx icon tfx

TFX is an end-to-end platform for deploying production ML pipelines

timewarp icon timewarp

🐶 Replacing Real-Time the High-Resolution Meeting Background Freely

track-and-trace icon track-and-trace

A secured Mobile app that tracks all person-to-person encounters or visits of public places with QR codes, without storing any personally identifiable information anywhere

trackcovid icon trackcovid

By tracking the spread of the virus, we can flatten the curve.

uber-clone icon uber-clone

Uber clone developed during Hasura Product Development Fellowship.

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