Basic Statistics and Data Mining for Data Science

Course

Online

£ 150 + VAT

Description

  • Type

    Course

  • Methodology

    Online

  • Start date

    Different dates available

Enter the world of Statistics, Data Analysis and Data Science!Data science is an ever-evolving field, with exponentially growing popularity. Data science includes techniques and theories extracted from the fields of statistics, computer science, and most importantly machine learning, databases, and visualization.This video course consists of step-by-step introductions to analyze data and the basics of statistics. The first chapter focuses on the steps to analyze data and which summary statistics are relevant given the type of data you are summarizing. The second chapter continues by focusing on summarizing individual variables and specifically some of the reasons users need to summarize variables. This chapter also illustrates several procedures, such as how to run and interpret frequencies and how to create various graphs. The third chapter introduces the idea of inferential statistics, probability, and hypothesis testing.The rest of the chapters show you how to perform and interpret the results of basic statistical analyses (chi-square, independent and paired sample t-tests, one-way ANOVA, post-hoc tests, and bivariate correlations) and graphical displays (clustered bar charts, error bar charts, and scatterplots). You will also learn when to use different statistical techniques, how to set up different analyses, and how to interpret the results.About the AuthorJesus Salcedo has a PhD in Psychometrics from Fordham University. He is an independent statistical and data-mining consultant that has been analyzing data for over 20 years. He is a former SPSS Curriculum Team Lead and Senior Education Specialist who has written numerous SPSS training courses and trained thousands of users.

Facilities

Location

Start date

Online

Start date

Different dates availableEnrolment now open

About this course

Get familiar with the basics of analyzing data
Exploring the importance of summarizing individual variables
Use inferential statistics
Know when to perform the Chi-Square test
Differentiate between independent and paired samples t-tests
Understand when to use a one-way ANOVA and post-hoc tests
Get well-versed with correlations

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This centre's achievements

2021

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The average rating is higher than 3.7

More than 50 reviews in the last 12 months

This centre has featured on Emagister for 4 years

Subjects

  • Collecting
  • Statistics
  • Data analysis
  • Data Mining
  • Database
  • Data Management
  • Database Marketing
  • Database Administration
  • Database Design
  • Information Systems management

Course programme

The Basics of Analyzing Data 3 lectures 28:00 The Course Overview This video provides an overview of the entire course. Basic Steps of Data Analysis This video discusses the basic steps to analyze data topics. • Specifying research objectives defining the population and sample (sampling strategy) • Designing the research collecting the data • Preparing the data, analyzing the data, and reporting the findings Measurement Level and Descriptive Statistics This video discusses the measurement level and descriptive statistics. • Get to know types of Measurement level: Nominal, ordinal, interval, and ratio • Study the types of Descriptive statistics: Measures of central tendency measures of dispersion • Explore measurement level, descriptive statistics, and statistical tests • Assessment • Congratulations! you have completed the Section. To validate your learning, go ahead and download the Assesment for this section. Answers Download Assessment The Basics of Analyzing Data - Quiz The Basics of Analyzing Data 3 lectures 28:00 The Course Overview This video provides an overview of the entire course. Basic Steps of Data Analysis This video discusses the basic steps to analyze data topics. • Specifying research objectives defining the population and sample (sampling strategy) • Designing the research collecting the data • Preparing the data, analyzing the data, and reporting the findings Measurement Level and Descriptive Statistics This video discusses the measurement level and descriptive statistics. • Get to know types of Measurement level: Nominal, ordinal, interval, and ratio • Study the types of Descriptive statistics: Measures of central tendency measures of dispersion • Explore measurement level, descriptive statistics, and statistical tests • Assessment • Congratulations! you have completed the Section. To validate your learning, go ahead and download the Assesment for this section. Answers Download Assessment The Basics of Analyzing Data - Quiz The Course Overview This video provides an overview of the entire course. The Course Overview This video provides an overview of the entire course. The Course Overview This video provides an overview of the entire course. The Course Overview This video provides an overview of the entire course. This video provides an overview of the entire course. This video provides an overview of the entire course. Basic Steps of Data Analysis This video discusses the basic steps to analyze data topics. • Specifying research objectives defining the population and sample (sampling strategy) • Designing the research collecting the data • Preparing the data, analyzing the data, and reporting the findings Basic Steps of Data Analysis This video discusses the basic steps to analyze data topics. • Specifying research objectives defining the population and sample (sampling strategy) • Designing the research collecting the data • Preparing the data, analyzing the data, and reporting the findings Basic Steps of Data Analysis This video discusses the basic steps to analyze data topics. • Specifying research objectives defining the population and sample (sampling strategy) • Designing the research collecting the data • Preparing the data, analyzing the data, and reporting the findings Basic Steps of Data Analysis This video discusses the basic steps to analyze data topics. • Specifying research objectives defining the population and sample (sampling strategy) • Designing the research collecting the data • Preparing the data, analyzing the data, and reporting the findings This video discusses the basic steps to analyze data topics. • Specifying research objectives defining the population and sample (sampling strategy) • Designing the research collecting the data • Preparing the data, analyzing the data, and reporting the findings This video discusses the basic steps to analyze data topics. • Specifying research objectives defining the population and sample (sampling strategy) • Designing the research collecting the data • Preparing the data, analyzing the data, and reporting the findings Measurement Level and Descriptive Statistics This video discusses the measurement level and descriptive statistics. • Get to know types of Measurement level: Nominal, ordinal, interval, and ratio • Study the types of Descriptive statistics: Measures of central tendency measures of dispersion • Explore measurement level, descriptive statistics, and statistical tests • Assessment • Congratulations! you have completed the Section. To validate your learning, go ahead and download the Assesment for this section. Answers Download Assessment Measurement Level and Descriptive Statistics This video discusses the measurement level and descriptive statistics. • Get to know types of Measurement level: Nominal, ordinal, interval, and ratio • Study the types of Descriptive statistics: Measures of central tendency measures of dispersion • Explore measurement level, descriptive statistics, and statistical tests • Assessment • Congratulations! you have completed the Section. To validate your learning, go ahead and download the Assesment for this section. Answers Download Assessment Measurement Level and Descriptive Statistics This video discusses the measurement level and descriptive statistics. • Get to know types of Measurement level: Nominal, ordinal, interval, and ratio • Study the types of Descriptive statistics: Measures of central tendency measures of dispersion • Explore measurement level, descriptive statistics, and statistical tests • Assessment • Congratulations! you have completed the Section. To validate your learning, go ahead and download the Assesment for this section. Answers Download Assessment Measurement Level and Descriptive Statistics This video discusses the measurement level and descriptive statistics. • Get to know types of Measurement level: Nominal, ordinal, interval, and ratio • Study the types of Descriptive statistics: Measures of central tendency measures of dispersion • Explore measurement level, descriptive statistics, and statistical tests • Assessment • Congratulations! you have completed the Section. To validate your learning, go ahead and download the Assesment for this section. Answers Download Assessment This video discusses the measurement level and descriptive statistics. • Get to know types of Measurement level: Nominal, ordinal, interval, and ratio • Study the types of Descriptive statistics: Measures of central tendency measures of dispersion • Explore measurement level, descriptive statistics, and statistical tests • Assessment • Congratulations! you have completed the Section. To validate your learning, go ahead and download the Assesment for this section. Answers Download Assessment This video discusses the measurement level and descriptive statistics. • Get to know types of Measurement level: Nominal, ordinal, interval, and ratio • Study the types of Descriptive statistics: Measures of central tendency measures of dispersion • Explore measurement level, descriptive statistics, and statistical tests • Assessment • Congratulations! you have completed the Section. To validate your learning, go ahead and download the Assesment for this section. Answers Download Assessment The Basics of Analyzing Data - Quiz The Basics of Analyzing Data - Quiz The Basics of Analyzing Data - Quiz The Basics of Analyzing Data - Quiz Summarizing Individual Variables 4 lectures 41:23 Reasons for Summarizing Individual Variables This video discusses the reasons for summarizing individual variables. • Learn to answer important questions and check data for incorrect or unusual values • Establish the base rates, determine if the subgroups should be combined • Provide basis for more complex analyses Obtaining Frequencies and Summary Statistics This video discusses how to obtain frequencies and summary statistics. • Learn to run frequencies • Specify summary statistics Data Distributions This video discusses data distributions. • Study Normal distributions and uniform distributions • Positively skewed distributions and negatively skewed distributions • Finally, study about Bimodal distributions Visualizing Data This video discusses various graphs. • Study about Pie charts and bar charts • Study histograms • Learn about box and Whiskers plots • Assessment • Congratulations! you have completed the Section. To validate your learning, go ahead and download the Assesment for this section. Answers Download Assessment Summarizing Individual Variables - Quiz Summarizing Individual Variables. 4 lectures 41:23 Reasons for Summarizing Individual Variables This video discusses the reasons for summarizing individual variables. • Learn to answer important questions and check data for incorrect or unusual values • Establish the base rates, determine if the subgroups should be combined • Provide basis for more complex analyses Obtaining Frequencies and Summary Statistics This video discusses how to obtain frequencies and summary statistics. • Learn to run frequencies • Specify summary statistics Data Distributions This video discusses data distributions. • Study Normal distributions and uniform distributions • Positively skewed distributions and negatively skewed distributions • Finally, study about Bimodal distributions Visualizing Data This video discusses various graphs. • Study about Pie charts and bar charts • Study histograms • Learn about box and Whiskers plots • Assessment • Congratulations! you have completed the Section. To validate your learning, go ahead and download the Assesment for this section. Answers Download Assessment Summarizing Individual Variables - Quiz Reasons for Summarizing Individual Variables This video discusses the reasons for summarizing individual variables. • Learn to answer important questions and check data for incorrect or unusual values • Establish the base rates, determine if the subgroups should be combined • Provide basis for more complex analyses Reasons for Summarizing Individual Variables This video discusses the reasons for summarizing individual variables. • Learn to answer important questions and check data for incorrect or unusual values • Establish the base rates, determine if the subgroups should be combined • Provide basis for more complex analyses Reasons for Summarizing Individual Variables This video discusses the reasons for summarizing individual variables. • Learn to answer important questions and check data for incorrect or unusual values • Establish the base rates, determine if the subgroups should be combined • Provide basis for more complex analyses Reasons for Summarizing Individual Variables This video discusses the reasons for summarizing individual variables. • Learn to answer important questions and check data for incorrect or unusual values • Establish the base rates, determine if the subgroups should be combined • Provide basis for more complex analyses This video discusses the reasons for summarizing individual variables. • Learn to answer important questions and check data for incorrect or unusual values • Establish the base rates, determine if the subgroups should be combined • Provide basis for more complex analyses This video discusses the reasons for summarizing individual variables. • Learn to answer important questions and check data for incorrect or unusual values • Establish the base rates, determine if the subgroups should be combined • Provide basis for more complex analyses Obtaining Frequencies and Summary Statistics This video discusses how to obtain frequencies and summary statistics. • Learn to run frequencies • Specify summary statistics Obtaining Frequencies and Summary Statistics This video discusses how to obtain frequencies and summary statistics. • Learn to run frequencies • Specify summary statistics Obtaining Frequencies and Summary Statistics This video discusses how to obtain frequencies and summary statistics. • Learn to run frequencies • Specify summary statistics Obtaining Frequencies and Summary Statistics This video discusses how to obtain frequencies and summary statistics. • Learn to run frequencies • Specify summary statistics This video discusses how to obtain frequencies and summary statistics. • Learn to run frequencies • Specify summary statistics This video discusses how to obtain frequencies and summary statistics. • Learn to run frequencies • Specify summary statistics Data Distributions This video discusses data distributions. • Study Normal distributions and uniform distributions • Positively skewed distributions and negatively skewed distributions • Finally, study about Bimodal distributions Data Distributions This video discusses data distributions. • Study Normal distributions and uniform distributions • Positively skewed distributions and negatively skewed distributions • Finally, study about Bimodal distributions Data Distributions This video discusses data distributions. • Study Normal distributions and uniform distributions • Positively skewed distributions and negatively skewed distributions • Finally, study about Bimodal distributions Data Distributions This video discusses data distributions go ahead and download the Assesment for this section....

Additional information

This course is for developers who are interested in entering the field of data science and are looking for a guide to the statistical concepts

Basic Statistics and Data Mining for Data Science

£ 150 + VAT