AI Engineer | Educator

Souvik Roy  • Peerlist

This is a detailed Jupyter Notebook on text classification using NLP

Text Classification Using Naive Bayes

The dashboard shows the map of IIT-Gn and the live air quality, which updates at regular intervals. It uses data from sensors installed at five different locations. It shows a heatmap over the map using IDW interpolation. The heatmap is generated using the five readings from the sensors and gives an idea about which area is more polluted. The dashboard was deployed on a remote server using ssh. I worked on front-end and back-end development single-handedly using flask, javascript (leaflet), ajax and python.


Live Air Quality Dashboard

Estimating the concentration of PM2.5 from visual features of an image using CNN and linear regression.

Air Quality Estimation Using Images and Meteorological Data

Detected Botnets in a live network stream using deep convolutional neural networks and trained three different models with TensorFlow and compared their outputs taking accuracy as a metric.

Botnet Detection using Deep Convolutional Network

Final year project of BTech.
SCION is a new internet architecture which is more secure compared to the current architecture.
Full report: https://drive.google.com/file/d/1yA7RZq8RUTpnkL5ococMyw4ZbJi9UEky/view?usp=sharing

Implementation of SCION in Linux Kernel

Implemented socket programming in python. Created a localhost server on which multiple clients could log in using their username and password and get different functionalities like adding files, deleting files and sharing files with other clients.

Socket Programming in Python: Client-Server interaction

Analysed different trends of WhatsApp public group messages.