Abhijit Roy

My Portfolio

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Welcome to My Webpage

Hi,I am Abhijit Roy. I am currently an undergrad student of Computer Science and Technology at National Institute Of Technology Durgapur. I am from Burdwan, West Bengal, India.

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:

• Brain Image Segmentation for Multiple Sclerosis Detection.
• Image Preprocessing Applications.
• Application of Recurrent Neural networks with a combination of other networks like ANN , CNN and regressors
• Development of Real time Chatbots

Research Interests:

• Computer Vision
• Neural Networks
• Machine Learning
• Natural language processing
• Computer Networking

Experience:

• Research Intern at MCNERG, NIT Durgapur:
  • Worked on ‘Detection And profiling of speed of a vehicle based on Road surfaces and features’ using Supervised Learning with Machine Learning Algorithms
  • Worked on ‘Stay Point Character Recognition of Buses in suburban cities’ based on different Spatial and Temporal features with Artificial Neural Networks
• Research Intern under Dr. Debashis Nandi:
  • Working on 2-Dimensional and 3-Dimensional Convolutional Neural Networks for Brain Image Segmentation
  • Development and Modification of U-Net For better segmentation results
• Research Intern at CNERG, IIT Kharagpur:
  • Working on studying how the routes change between a source and a destination
  • Working on the role of Border Gateway Protocol for interdomain routing
• Freelance Technical Blogging:
  • I write for Medium publication like ‘The Startup’, ‘Git-Connected’ and ‘Towards AI’
  • I write for Towards Data Science and Data Driven Investor

Skills:

• Languages: Python,C,C++
• Platforms: Linux,Windows
• Web development: HTML,CSS,PHP,Django(Basic)
• Databases: MySQL,MongoDB(Basic)
• Machine Learning
• Computer Vision
• Computer Networking
• Database Management Systems

Projects:

Academic:

• 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 linear regression
• 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.
• COVID-19 Effects on the Internet:
  • Due to the effects of Work From Home culture there has been a lot of effect on the internet due to huge traffic. This project aims to study the changes and develop some modification.

Personal:

• Cam-Security:
  • Python Project based on Image Processing using webcams to let computers look after themselves in user-absence
• 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
• 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
• 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.
• 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.
• A real time scrapper chatbot (Currently running):
  • A chatbot with realtime webscrapping facilities.

Publication:

• BusPOI:Context Aware Stay Location Characterization from Intra-city Bus Mobility Data and Smartphone Crowdsensing (Under Proceeding) Authors: Ratna Mandal, Prasenjit Karmakar, Abhijit Roy, Arpan Saha, Soumyajit Chatterjee, Dr.Sujoy Saha, Dr.Sandip Chakraborty and Dr.Subrata Nandi

My Dreams:

In the present world, Machine learning is getting immensely popular due to its capabilities of achieving success in solving problems, that has 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 have been to work on these projects. I have had the opportunity to be a part of computer vision projects dedicated towards medical field. Computer vision has great capabilities and if we can apply them in these fields we can achieve great hieghts of success. The machine learing 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 appications. I dream to work with the community to develop something which will serve the human community.

Education details:

• Secondary Education: Holy Rock School: ICSE
• Higher Secondary Education: Burdwan Model School: CBSE
• UnderGraduate Eduction: National Institute Of Technology Durgapur

Personal Details

• Github :abr-98
• Linkedin:abhijit-roy-57a7b1169
• CV:Abhijit-CV
• Website: My Website
• Personal Mail: Email

I am interested in reading and discovering new topics in my fields and express my views and share my experiences. -Articles/Blogs

Scholastic Achievements:

• Award Of Excellence, Oriental Asscociation for Education and Research,Burdwan
• Certificate Of Appreciation, InterDistrict Math Olympiad,2016