All Posts

Probability Density Estimation

Introduction In statistics and Machine Learning, we often get to work with data samples. These samples are used to estimate the behaviour of the population. In inferential statistics, density estimation is used to derive informations about the population.

Sentence Autocompletion Using N-Gram Language Model

We almost use Google everyday for web surfing. And you would must have come across the thing that you see in the above picture. Its amazing, isn’t it!

Introduction to Machine Translation in NLP

Imagine yourself in 1800s and you plan a travel to France being a native english speaker. It would have been nearly impossible to communicate with native French speaking community.

Hypothesis Testing

Science has never been defined by infallibility or superhuman perfection. It has always been about healthy skepticism, about putting every hypothesis to the test. - Ben Orlin, Math with Bad Drawings