Subhasish Basak

Research & Project experiences : 2020

2020 Projects

Find more projects on my GitHub Page!

Find more on GitHub

Image Processing Projects

Spring 2020

As a part of my postgraduate coursework at CMI, Computer Vision : CGE-136 I have done some interesting image processing projects. I list some of them as follows :

    Image Filtering

    Image Pyramids and Image Mosaics

    Feature Detection and Description

    Object Recognition with Bag of Words

    Image Classification with Convolutional Neural Nets

    Image Classification using Transfer Learning

Platform/packages used: python, OpenCV, PIL, tensorflow, keras, matplotlib, Numpy and more

Natural Language Processing Projects

Spring 2020

As a part of my postgraduate coursework at CMI, Natural Language Processing : CGE-096 I have done some interesting text analytics projects. I list them as follows :

    Building Word Vectors using HAL

    Building Semantic Word Vector Models

    Building n-gram language model

    Word to numeric translation

    Recognizing English words with NN

    Building Probabilistic language model

    Sentiment analysis with RNN & LSTM

Platform/packages used: python, tensorflow, keras, NLTK and more

My Quarantine Projects

Sentiment analysis with WhatsApp emojis

Summer 2020

During the great quarantine of 2020 I started a working on this project which involved several applications of Image processing & sentiment analysis. I developed a command line based python module on GitHub called EmojiScore v0.1.0, which computes the sentiment score of the user upon feeding the screenshot of the recent used emoji box of WhatsApp.

Keywords/Technologies Used: Image processing, Sentiment Analysis, python, vim, Jupyter-notebook, git, GitHub

Designing my New webpage

Summer 2020

The great quarantine of 2020 gave me the time and opportunity to start reconstructing my personal webpage on GitHub pages. I improved my working knowledge on HTML, CSS and Bootstrap. Using several templates available on GitHub I recreated a my webpage (the one you are currently browsing on), it contains detailed information about my work and project experiences and I think it looks more professional than the previous one !

Technologies Used:HTML, CSS, Bootstrap, vim

WhatsApp Chat bot with NLP

Summer 2020

Another fun ML project during 2020 quarantine. We developed a command line based python module on GitHub called ChatBot v0.1.0. Basically a whatsapp bot which can schedule text messages, give automatic reply, send recursive mesages etc. It uses an NLP model based on word-2-vec and empirical probabilistic predictive model.

Keywords/Technologies Used: NLP, python, vim, Jupyter-notebook, git, GitHub

Spotle Ai-thon

Fall 2020

A global challenge to recognize the best talents in Artificial Intelligence and Technology, in association with CMI, SPJIMR and NASSCOM Community. The hackathon is supported by LTI and EKO Informatics. Our team secured global rank 4 & 8, for the two consecutive rounds respectively.

Keywords/Technologies Used: Image processing/CV, tensorflow, python, vim, Jupyter-notebook, git, GitHub

GP MLE Project

L2S, École CentraleSupelec, Université Paris-Saclay

October 2019 - October 2020

Worked on Numerical issues in maximum likelihood parameter estimation for Gaussian process regression with Sebastien Petit (Safran Aircraft Engines) under the guidance of Prof. Julien Bect and Prof. Emmanuel Vazquez (L2S, CentraleSupelec).

Technologies/Keywords Used: GP Regression, MLE, optimization, GPy, python