HI I’M ABHIJIT ROY

I am primarily a Machine Learning Enthusiast, alongside I have interests in Networking Fields. I am one of the data science and machine learning lovers, who is very new to these domains. I love to keep exploring, having new ideas, implementing them, learning from them, and sharing my experiences with others. The awesome capabilities of machine learning and the opportunities make this domain really exciting for me. I am currently working on:​

• Computer Vision: Medical Imaging

• Reinforcement Learning

• Database Handling 

• Docker and Flask

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Research Interests:

• Computer Vision

• Neural Networks

• Machine Learning

• Natural language processing

• Reinforcement Learning

Projects:

Academic:

• City-wide Pollution Sensing:

  • Python project to predict city-wide pollution index from spatial and meteorological features and development of microservices on the basis of prediction,.

  • Project link: Github

• Road Profiling:

  • C++ project based on real time data with the objective to classify the type of road and classify bumps and pot-holes using defined function for logistic regression

  • Project link: Github

• Speed-sensor:

  • Python project based on application of Machine Learning and Artificial Neural Networks to find the safe speed on a road with some real time data and to rate a driver in real time comparing the driving speed with the optimal obtained speed flask appliction to host model

• Bus-Stop-Finder:

  • Python Project based on Machine Learning and application of artificial neural networks to detect the presence of a bus-stop at a particular point based on real data and prediction of future bus stop points analyzing the results obtained from the model.

• Bio-Medical Image Segmentation:

  • Convolutional neural networks based project for Multiple Sclerosis Lesion Segmentation and White matter segmentation based on Python.

  • Github link: GIthub

• Network Traffic Analysis and Modelling:

  • Studying the network traffic, routing and the governing protocols

  • Project link: Github

  • Project link: Github

  • Blog link: Medium

Personal:

• Cam-Security:

  • Python Project based on Image Processing using webcams to let computers look after themselves in user-absence.A security mechanism with designed UI which uses OpenCV applications and HAARCASCADES to detect and determine if a third-person is making some changes behind owners back, built with a system to alert him/her in case.

  • Project Link: Github

  • Blog Link: Medium

• Stock-app:

  • Project deploying Python,PHP,CSS,HTML5,XAMPP,Javascript,MYSQL to upload automated Real Time Trade Details File and host them on a site on personal user portals as Databases with Record

  • Project Link: Github

  • Project Link: Github

• Drowsiness Detector:

  • Python based project on image processing to fire an alarm if it detects the driver sleeping by chance,it is a part of the idea to build a automated automobile module

  • Project Link: Github

• Voice Controlled Security Systems:

  • Python project based on image processing, face detection and comparison algorihms

  • The project is aimed to create an advanced voice controlled security door lock system which will operate on face unlock.

  • Python project based on voice Control and image processing to create a voice controlled security system using face unlock technology. The project is based on Siamese network and triplet training to recognize faces and Haar-Cascades to detect them. The project used Google Text to speech for the voice controlled part.

  • Project Link: Github

  • Blog Link: Medium

• Stock Price Prediction Algorithm:

  • A attempt to predict the stock market price for a particular stock based on several factors that may affect the price

  • This project attempts to consider past performances of the company and the condition of the other companies at that time and others.

  • Project Link: Github

  • Blog Link: Medium

• A real time scrapper chatbot :

  • A chatbot with realtime webscrapping facilities.

  • Project Link: Github

  • Blog Link: Medium

• Face-Based Machine Learning:

  • Emotion, Age and Gender Detection using face images based on DNN

  • Project Link: Github

  • Blog Link: Medium​

• Covid-19 Based Projects

  • Predicting the Curve using regression 

  • Project Link: Github

  • Blog Link: Medium

  • Predicting the Covid 19 from chest X-rays

  • Project Link: Github

  • Blog Link: Medium​

Publication:

• Ad-hocBusPoI: Context Analysis of Ad-hoc Stay-locations from
  Intra-city Bus Mobility and Smartphone Crowdsensing Authors: Ratna Mandal, Prasenjit Karmakar, Abhijit Roy, Arpan Saha, Soumyajit Chatterjee, Dr.Sujoy Saha, Dr.Sandip Chakraborty, and Dr.Subrata Nandi

Some Selected Articles:

• Real Time Product Recommender for Amazon ​

  • Blog Link: Medium

• Text Summarizer Systems:

  • Extractive Methods Link: Medium

  • Abstractive Methods Link: Medium​

• Recommen​der Systems

  • Factorization Methods Link: Medium

  • Deep Learning Methods Link: Medium​

• Distributed Databases Overview

  • Getting Started: Medium

  • Architecture and Implementation: Medium​

My Dreams:

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In the present world, Machine learning is getting immensely popular due to its capabilities of achieving success in solving problems, that have brought huge changes to the lives of common people. Currently, if we look closely, many of the services that we come across in our lives actually implement machine learning algorithms. It has found its application in several fields, from defense to medical. Some of the best and interesting applications for me are autonomous driving cars and human action and emotion detections. One of my dreams has been to work on these projects. I have had the opportunity to be a part of computer vision projects dedicated to the medical field. Computer vision has great capabilities and if we can apply them in these fields we can achieve great heights of success. The machine learning field has a lot of applications to list them down, I have mentioned a few which are very interesting to me.

To sum everything up, this field has never failed to surprise me, though I have not been here for long. Scientists and researchers have already achieved huge results in the current time and are working towards achieving more robust applications. I dream to work with the community to develop something which will serve the human community.