Welcome


Artificial Intelligence (AI) and Machine Learning (ML) in a nutshell


Figure 1

AI process

Machine Learning Modelling Concepts


Figure 1

Date representations

What is Machine Learning good at?


Figure 1

Wikipedia CNN Diagram

Figure 2

Titanic Newspaper CV

Figure 3

Imagine you had overhead views of each tray of bird specimens. How might object detection help speed up digitisation? USNM Bird Collection


Figure 4

PixPlot screenshot from GitHub

Understanding and managing bias


Figure 1

Four separate images depicting wedding ceremonies

Figure 2

Four separate images depicting wedding ceremonies with annotations The image comes from wedding photographs (donated by Googlers) for the Open Images dataset. How well did you do compared to a classifier’s label predictions (recorded below each image).


Applying Machine Learning


Figure 1

Illustration of a business problem

Figure 2

Two possible ways of using Machine Learning Predictions

Figure 3

Illustration of possible model choices

Figure 4

A simplified GLAM workflow

The Machine Learning ecosystem