All episodes of intuitions behind Data Science

intuitions behind Data Science

Episodes

Loss Function

The intuition behind loss function

Published 12/13/21

intuitions behind Data Science

Published 12/13/21

Central Limit Theorem

A quick introduction to central limit theorem and why it helps data analysis

Published 12/04/21

Causality and Control

Thoughts on causality and the need for a control sample

Published 12/03/21

Neural Networks

Can we think of neural networks as layers of decisions with regression and classification at each layer?

Published 12/01/21

Types of Data Attributes

What are the different types of data attributes?

Published 11/29/21

Intercept

Independence of the dependent variable

Published 11/23/21

Bias and Variance

Generalizing the estimations of population parameters

Published 11/23/21

Linear Regression

Guessing the recipe of data!

Published 11/19/21

Decision Trees and Entropy

How are decision trees trained and what is entropy?

Published 11/19/21

Validation

What is the intuition behind cross-validation for estimating population parameters?

Published 11/17/21

Ground Truths in Data Science

What is a population and what is a sample? What exactly do we want to do with them?

Published 11/16/21

Thoughts on Machine Learning

What is Machine Learning? What are supervised and unsupervised machine learning methods?

Published 11/16/21

Cosine Similarity

What is cosine similarity in multidimensional data?

Published 11/12/21

Principal Component Analysis

What is PCA and what does it do?

Published 11/11/21

Latent Features

Intuition behind latent features in singular value decomposition

Published 11/09/21

Recommendation Systems Using Content

Building recommendation systems using content - features of users and items

Published 11/08/21

Recommendation Systems Using Observed Data

Building recommendation systems using observed interaction data

Published 11/04/21

Recommendation Systems

Why are recommendation systems important and how they are built?

Published 11/04/21