Introduction to Predictive Modeling - A Tutorial

This is part of the Exploratory Data Analysis unit in Digita Schools post graduate diploma in data Science https://www.digitaschools.com/course/data-science-online-masters/, carrying 120 UK credits and 60 European credits giving you fast track access to final module of a Masters degree programme at UK and European universities either online or on campus.

We’ll begin with an introduction to predictive modelling. We’ll then discuss important statistical models, followed by a general approach to building predictive models and finally, we’ll cover the key steps in building predictive models.

Try our free course
https://learners.digitaschools.com/


Links to other our youtube videos
Importing and Exporting Data in R - A tutorial
https://www.youtube.com/watch?v=XlNHti65KiM&ab_channel=DigitaSchools

Introduction to Descriptive Statistics - A tutorial
https://www.youtube.com/watch?v=zcUk-G6ZR84&ab_channel=DigitaSchools

Introduction to Pandas Data Structures in Python - A tutorial
https://www.youtube.com/watch?v=RHUuP3Y2hgM&ab_channel=DigitaSchools

Introduction to Predictive Modeling - A Tutorial
https://www.youtube.com/watch?v=3xcDqyNdkTo&ab_channel=DigitaSchools

Visualisations using ggplot2 - A Tutorial
https://www.youtube.com/watch?v=XSgv_b-cqa0&ab_channel=DigitaSchools

if Else Statements in R - A Tutorial
https://www.youtube.com/watch?v=PnO8lvfmvkI&ab_channel=DigitaSchools

Basics of Visualisation in Python - A Tutorial
https://www.youtube.com/watch?v=y-Q872bA9iI&ab_channel=DigitaSchools


Data Types in R - A Tutorial
https://www.youtube.com/watch?v=Sk2fihoO-6Q&ab_channel=DigitaSchools

This diploma covers all the skill and knowledge areas needed to be a data scientist including some of the following modules.

Exploratory data analysis
https://digitaschools.com/install-packages-in-r-a-tutorial/
https://digitaschools.com/loops-in-r-a-tutorial/
https://digitaschools.com/data-types-in-r-tutorial/
https://digitaschools.com/descriptive-statistics-in-r-introduction/
https://digitaschools.com/ggplot2/
https://digitaschools.com/read-csv-in-r-importing-data/
https://digitaschools.com/pandas-series-pandas-dataframe/
https://digitaschools.com/joins-in-python/
https://digitaschools.com/data-visualization-in-python/
https://digitaschools.com/box-plots-in-python-advanced-charts/
https://digitaschools.com/scatter-plot-python/


Statistical Inference
https://digitaschools.com/what-is-statistical-inference/
https://digitaschools.com/t-distribution-kolmogrov-smirnov-shapiro-wilk-parametric-tests

Predictive Modelling
https://digitaschools.com/binary-logistic-regression-in-python/
https://digitaschools.com/binary-logistic-regression-in-r/
https://digitaschools.com/binary-logistic-regression-in-python/
https://digitaschools.com/predictive-analytics-introduction/
https://digitaschools.com/multiple-linear-regression-in-r-tutorial/



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