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Interpreting Data with Statistical Models

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Duration

2h 48m

level

Beginner

Course Creator

Axel Sirota

Last Updated

29-Sep-20

Data is everywhere and we always hear about statistics, even if we do not realize it! Over this course we will shape up our statistical knowledge; going from zero to hero analyzing complex patterns of everyday real-world problems.

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Data is everywhere, from the newspaper you read on the subway to the report you are using to analyze yesterday’s stock market performance. In this course, Interpreting Data with Statistical Models, you will gain the ability to effectively understand how to tackle problems that appear at your work, understand which is the right statistical analysis to use, and how to interpret the results to obtain insights. First, you will learn the very basics of statistics. Next, you will discover hypothesis testing to compare variables. Finally, you will explore how to make multiple comparisons and detect functional relationships with ANOVA and Regression. When you’re finished with this course, you will have the skills and knowledge of data analysis and statistical models needed to make your data speak for itself.
Author Name: Axel Sirota
Author Description:
Axel Sirota is a Microsoft Certified Trainer with a deep interest in Deep Learning and Machine Learning Operations. He has a Masters degree in Mathematics and after researching in Probability, Statistics and Machine Learning optimisation, he works as an AI and Cloud Consultant as well as being an Author and Instructor at Pluralsight, Develop Intelligence, and O’Reilly Media.

Table of Contents

  • Course Overview
    1min
  • Thinking Like a Statistician
    40mins
  • Testing a Hypothesis
    28mins
  • Comparing Categorical Values with Frequency Analysis
    15mins
  • Analyzing Experiments with ANOVA
    28mins
  • Comparing Groups and Effects with ANOVA
    17mins
  • Predicting Linear Relationships with Regression
    20mins
  • Predicting Non-linear Relationships with Regression
    16mins

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Interpreting Data with Statistical Models
Interpreting Data with Statistical Models
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