Overview

A broad coverage of statistics for Data Analysis.

This three day course is designed for anyone who's going to make a career working in data. It is practical in nature and will take you through the statistical fundamentals that you're going to need to thrive as a data analyst or scientist.

Whether you work with Excel, R, Python or any other data solution, you will need to understand statistics to get your data analysis off the ground.

The course is taught using R for programming illustration with a focus on statistic that applies across domains.

Target Audience

Aimed at fledging data practitioners who wish to have a practical understanding of statistical methods.

Prerequisites

  • GCSE mathematics or above
  • An interest in mathematical and logical thinking
  • No prior experience of R is assumed, although prior experience will be an advantage

Course Outline

Introduction to R

  • RStudio
  • Data Structures
  • Flow and Functional Programming

Introduction to Data

  • Exploring Data
  • Summarizing Data

Probability

  • Bayes Rule and Conditional Probability
  • Random Variables

Statistical Distributions

  • Bernoulli
  • Normal
  • Binomial
  • Poisson

Inferential Statistics

  • Point Estimates
  • Hypothesis Testing
  • Confidence Levels

Inference for Numerical Data

  • T-tests
  • ANOVA

Inference for Categorical Data

  • Proportions
  • Chi-Square

Machine Learning as Statistical Inference

  • Regression
  • Classification

AWS Learning Paths

Want to boost your career in AWS? Click on the roles below to see QA‘s learning pathways, specially designed to give you the skills to succeed.

= Required
= Certification
Data Scientist
Data Engineer
Developer Software Development
Architect Enterprise Architecture Experience
Administrator DevOps
Administrator Security
Data Engineer Average salary: £70,000*

Total individual course price: £2,661 ex VAT

Bundle price: £2,130 ex VAT

Saving: £531

4 days

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Developer Average salary: £76,250*

Total individual course price: £4,799 ex VAT

Bundle price: £3,880 ex VAT

Saving: £919

7 days

Buy bundle View bundle
Architect Average salary: £90,000*

Total individual course price: £6,622 ex VAT

Bundle price: £5,380 ex VAT

Saving: £1,242

7 days

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Administrator DevOps Average salary: £45,000*

Total individual course price: £5,069 ex VAT

Bundle price: £4,110 ex VAT

Saving: £959

7 days

Buy bundle View bundle
Administrator Security Average salary: £45,000*

Total individual course price: £4,799 ex VAT

Bundle price: £3,880 ex VAT

Saving: £919

7 days

Buy bundle View bundle
Key for bundle contents
= Exam Preparation
= Exam
= Practice Exam
= Exam Voucher
= Tutor Support
= Pre Course Work
*This is based on QA research

GCP Learning Paths

Want to boost your career in GCP? Click on the roles below to see QA‘s learning pathways, specially designed to give you the skills to succeed.

= Required
= Certification
Data Scientist
Data Engineer
Developer Software Development Experience
Architect Enterprise Architecture Experience
Administrator Windows Administrator Experience
Data Engineer Average salary: £70,000*

Total individual course price: £7,996 ex VAT

Bundle price: £6,505 ex VAT

Saving: £1,491

10 days

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Administrator Average salary: £51,250*

Total individual course price: £3,840 ex VAT

Bundle price: £3,090 ex VAT

Saving: £750

5 days

Buy bundle View bundle
Key for bundle contents
= Exam Preparation
= Exam
= Practice Exam
= Exam Voucher
= Tutor Support
= Pre Course Work
*This is based on QA research

Azure Learning Paths

Want to boost your career in Azure? Click on the roles below to see QA‘s learning pathways, specially designed to give you the skills to succeed.

= Required
= Certification
Data Scientist
Data Engineer AI Developer
Developer .NET Experience
Architect Enterprise Architecture Experience
Administrator DevOps Windows Administration Experience
Administrator Security Windows Administration Experience
Administrator Architect Windows Administration Experience
Key for bundle contents
= Exam Preparation
= Exam
= Practice Exam
= Exam Voucher
= Tutor Support
= Pre Course Work
*This is based on QA research

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