Data Science Station
Your one STOP for all things DATA.
Data Science Videos
In this video, we discuss how to design statistical regression and machine learning models to predict the number of COVID-19 (coronavirus) cases in countries across the world.
In this video, we discuss our recent research where we collect and study Twitter communications to understand the socio-economic impact of COVID-19 in the United States during the early days of the pandemic
Popular Posts
Support Vector Mahines
In this video, we explain kernels, one of the essential components of Support Vector Machines (SVMs).
Decision Trees
In this video,we present an example of using Decision Tree Scitkit Learn on the Iris dataset.
In this video, we discuss practical considerations in designing a decision tree model. We discuss how to overcome overfitting in decision trees, three ways to prune the tree, and how to handle missing attributes and continuous values.
Neural Networks
In this video, we explain how to update weights in a neural network using the backpropagation algorithm (Case I).
In the video, we explain how to update weights using backpropagation algorithm in neural networks (Case II).
Probability Basics
In this video, we discuss Bernoulli and Binomial random variables. We also study an example balls and bins problem that can be modeled using a binomial random variable.
In this video, we provide an overview of Poisson distribution. The video also show the relationship between binomial and Poisson distributions.