Statistical Predictive Modelling and Applications
Statistical Predictive Modelling and Applications
These videos were created for our short online course, Statistical Predictive Modelling and Applications. 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.
The videos in this playlist will give you an in-depth understanding of how to apply statistical modelling techniques to real-world business scenarios using Python.
You will learn how to discover how predictive models influence real-world business scenarios, translate business challenges into predictive modelling solutions and develop experience with implementing theoretic models in Python.
From the University of Edinburgh with Dr Xuefei Lu, Dr Johannes De Smedt and Dr Zexun Chen.
The videos in this playlist will give you an in-depth understanding of how to apply statistical modelling techniques to real-world business scenarios using Python.
You will learn how to discover how predictive models influence real-world business scenarios, translate business challenges into predictive modelling solutions and develop experience with implementing theoretic models in Python.
From the University of Edinburgh with Dr Xuefei Lu, Dr Johannes De Smedt and Dr Zexun Chen.
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User guide for coding platform Vocareum
How to use Vocareum
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Interpreting Results - week 5
Interpreting Results
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Simple Linear Regression: Estimation - Week 1
SLR: Estimation
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Extensions and Applications - week 3
Extensions and Applications
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Bayes' Theorem - Week 4
Bayes' Theorem
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Logistic Regression - week 5
Logistic Regression
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MLR: Interpretation
MLR: Interpretation
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Linear Regression - Week 1
Linear Regression
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Applications of Linear Regression - week 3
Applications of Linear Regression
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Multiple Linear Regression: Model Selection - Week 2
MLR: Model Selection
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