# Table of contents

Welcome to my blog.

This post is like a table of contents section of a book. It provides links to the rest of the posts in this website instead of page numbers.

## Data Analytics

### Data Processing

##### Web scraping

- Handling Google Maps Location Data (in-time problem)
- Class size paradox and web scraping (using Amrita University placement data)

##### Data cleaning and imputation

### Exploratory Data Analytics

- Univariate Analysis (in-time problem)
- Multivariate Analysis (in-time problem)
- Multicollinearity (in-time problem)
- Time Series EDA (in-time problem)

### Inferential data analytics (Hypothesis testing)

- z-test and t-test (in-time problem)
- Anova test (smart cities data)
- Chi-Square goodness of fit test (in-time problem)
- Chi Square test of independence (smart cities data)

### Prediction algorithms (Supervised learning)

- Classification
- Logistic Regression (using Titanic data set)

- Regression

### Prescriptive Analytics (Optimization)

- Linear Programming and Sensitivity analysis (basic)
- Inventory planning model (with CPLEX code)
- Gradient descent for non linear optimization (Adoption of new product)
- Analytic Hierarchy process for multi criterion optimization (Selecting a phone)

### Reinforcement Learning (Stochastic modelling)

### Other interesting posts

### Python tutorials ( Authored by Tamoghna Saha )

- Getting started with python
- A Not-so-Quick-but-Conceptual guide to Python | Intermediate | Part 1
- A not so quick but conceptual guide to python notebook intermediate | part-2
- All you ‘really’ need to know | Python Notebook | Advanced – Pandas

## NX Journaling basics

Extracting data from Mechanical models

- Selecting a part in NX Journaling
- Getting dimensions for the selected part
- Exporting dimensions to excel

## Papers and publications

Parametric Study of Cantilever Plates Exposed to Supersonic and Hypersonic Flows (published in IoP Material Science)

Cannot see the heading of the post in mobile browser.

Thanks for the observation. Will update it next time.

Updated!!