Newton once said that **"God does not play dice with the universe"**. But actually he does. Everything happening around us could be explained in terms of probabilities. We repeatedly watch things around us happen due to chances, yet we never learn. We always get dumbfounded by the playfulness of nature ...

# Today I Learned This Part I: What are word2vec Embeddings?

Recently Quora put out a Question similarity competition on Kaggle. This is the first time I was attempting an NLP problem so a lot to learn. The one thing that blew my mind away was the word2vec embeddings.

Till now whenever I heard the term word2vec I visualized it as ...

# Top Data Science Resources on the Internet right now

I have been looking to create this list for a while now. There are many people on quora who ask me how I started in the data science field. And so I wanted to create this reference.

To be frank, when I first started learning it all looked very utopian ...

# Basics Of Linear Regression

Today we will look into the basics of linear regression. Here we go :

## Contents

- Simple Linear Regression (SLR)
- Multiple Linear Regression (MLR)
- Assumptions

## 1. Simple Linear Regression

Regression is the process of building a relationship between a dependent variable and set of independent variables. Linear Regression restricts this relationship to ...

# Top advice for a Data Scientist

A data scientist needs to be Critical and always on a lookout of something that misses others. So here are some advices that one can include in day to day data science work to be better at their work:

## 1. Beware of the Clean Data Syndrome

You need to ask ...

# Machine Learning algorithms for Data Scientists

As a data scientist I believe that a lot of work has to be done before Classification/Regression/Clustering methods are applied to the data you get. The data which may be messy, unwieldy and big. So here are the list of algorithms that helps a data scientist to make ...

# Things to see while buying a Mutual Fund

This is a post which deviates from my pattern fo blogs that I have wrote till now but I found that Finance also uses up a lot of Statistics. So it won't be a far cry to put this on my blog here. I recently started investing in Mutual ...

# Donald Trump : Two new Survey Biases

The US elections have got everyone startled. **Trump**. Seriously. The most powerful man on the entire earth is Donald Trump. Just think about it for a second. The most coveted post in all world and America could not find a better person to fill it? Now to tell you the ...

# Pandas For All - Some Basic Pandas Functions

It has been quite a few days I have been working with Pandas and apparently I feel I have gotten quite good at it. (Quite a Braggard I know) So thought about adding a post about Pandas usage here. I intend to make this post quite practical and since I ...

# Deploying ML Apps using Python and Flask- Learning about Flask - Part 1

It has been a long time since I wrote anything on my blog. So thought about giving everyone a treat this time. Or so I think it is.

Recently I was thinking about a way to deploy all these machine learning models I create in python. I searched through the ...