Hi , Myself Arnab. I am pursuing Msc statistics from Pondicherry University. I am looking for jobs in the data science domain to utilize my skills and knowledge. I am very much enthusiastic to work with data science related application. I am hardworking and as well as very much enthusiastic to learn new data science related concepts.
Data analytics
Description : In this end to end project, I predicted the airline passengers are satisfied or not based on some independent variables. This is a classification problem. I used some machine learning models for prediction purpose. After applying these, we get best accuracy in xgboost algorithm. I also deployed this project in web server using streamlit library.
Model used : Logistic , K nearest neighbour , Xgboost , Support Vector Machine , Random Forest
Description : Here I used two models of Multiple linear regression and Bayesian linear regression using R to predict the movies Rating which is extracted from IMDb and Rotten tomatoes website. After applying both I compare both of the models which will give me a better prediction.
Model used : Bayesian and multiple linear regression model
Description: Percolation is a process of fluid flow through a porous medium. In this project my aim is to find the percolation threshold using Monte Carlo simulation in R. I am trying to use it in propagation of fire in a forest and also in another real-life scenario.
Method Used : Monte Carlo Simulation study