Predictive Analytics using Machine Learning
Predictive Analytics using Machine Learning
These videos were created for our short online course, Predictive Analytics using Machine Learning. This course ran from 2020 to 2022 on edX. While the full content of the course is no longer available, we have made the videos from the course free and open so you can work through the resources in your own time.
This collection of high-quality media resources has been made available under Creative Commons licence for sharing, reuse and remixing.
Please note that the videos are representative of the views and research at the time of recording.
These videos will help you discover machine learning-based approaches for predictive modelling, including tree-based techniques, support vector machines, and neural networks using Python. You will learn how these models form the basis of cutting-edge analytics tools that are used for image classification, text and sentiment analysis, and how to apply machine learning models to business situations. Ideal for those building a career as a data scientist, business analyst, management consultant or systems designer.
From the University of Edinburgh with Dr Xuefei Lu, Dr Johannes De Smedt and Dr Zexun Chen.
These videos will help you discover machine learning-based approaches for predictive modelling, including tree-based techniques, support vector machines, and neural networks using Python. You will learn how these models form the basis of cutting-edge analytics tools that are used for image classification, text and sentiment analysis, and how to apply machine learning models to business situations. Ideal for those building a career as a data scientist, business analyst, management consultant or systems designer.
From the University of Edinburgh with Dr Xuefei Lu, Dr Johannes De Smedt and Dr Zexun Chen.
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Random Forests - Week 2
Random Forests
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Splitting Criteria - Week 1
Splitting Criteria
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Decision Trees - Week 1
Decision Trees
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Setting the Scene - Week 6
Setting the Scene
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Training Neural Networks - Week 5
Training Neural Networks
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Activation Functions - Week 4
Activation Functions
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Building a Decision Tree - Week 1
Building a Decision Tree
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Welcome - Introduction to the course
Welcome
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User guide for coding platform Vocareum
How to use Vocareum
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