Parametric Test 1

Having looked at the basic concepts of statistical inference, we’ll now look at standard parametric tests. 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.

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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

Data 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

Introduction to Multiple Linear Regression
https://www.youtube.com/watch?v=RWRQXaXqh-c&ab_channel=DigitaSchools

Introduction to Binary Logistic Regression Part 1
https://www.youtube.com/watch?v=7oxAIl0iAMQ&ab_channel=DigitaSchools

Introduction to Binary Logistic Regression Part 2
https://www.youtube.com/watch?v=iOjpXRYDOMY&ab_channel=DigitaSchools

Introduction to Binary Logistic Regression Python
https://www.youtube.com/watch?v=smUXd5ZuRG0&ab_channel=DigitaSchools

Parametric Test 1
https://www.youtube.com/watch?v=Cp6PZ_HUack&ab_channel=DigitaSchools

Introduction to Statstical Inference
https://www.youtube.com/watch?v=ktAnyJjWQzk&ab_channel=DigitaSchools

Visualising Relationships in Python
https://www.youtube.com/watch?v=E0zkHqiqQDA&ab_channel=DigitaSchools

Loops in R
https://www.youtube.com/watch?v=0NN30kpqgis&ab_channel=DigitaSchools

Packages in R
https://www.youtube.com/watch?v=jkhI0exqmfw&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/

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/