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Clustering

Key points from the video: Clustering is an unsupervised analysis technique that divides data points into groups or clusters. When data is clustered, similar points belong to the same cluster …

K-means clustering explained

After watching this video you should understand how the k-means clustering algorithm has been used to successfully identify clusters in customer data. Continue your learning to find out how more …

Interview with a Chief Data Officer

Peter Worthington-Eyre is the Chief Data Officer/Executive Director in the Office for Data Analytics in the South Australian Department of the Premier and Cabinet. In this video he addresses the …

Visualising networks

After watching this video you should be able to interpret simple and more complex network graphs.

The k-nearest neighbours (kNN) algorithm

This video is a walk-through of how the k-nearest neighbours algorithm works. It is a relatively simple technique, and it can be understood pictorially with a minimum of mathematics. Despite …

Multiple linear regression

So far, we have been looking at how the price of a house depends on its size. But there are many other factors that affect the value of a house, …

What is an association rule?

This video explains the details of association rules analysis by using a hypothetical retail example. It also covers some standard terminology that is useful to understand association rules analyses.

Fitting a straight line to data

After watching this video you should now understand how linear regression works and the importance of finding the line of best fit when making predictions. Share your thoughts How would …