Essential Statistics for Non-STEM Data Analysts
Get to grips with the statistics and math knowledge needed to enter the world of data science with Python
Publisher:Packt Publishing Limited
By: Rongpeng Li
Paid access
|Nov 2020
Table of Contents
- Fundamentals of Data Collection, Cleaning and Preprocessing
- Essential Statistics for Data Assessment
- Visualization with Statistical Graphs
- Sampling and Inferential Statistics
- Common Probability Distributions
- Parametric Estimation
- Statistical Hypothesis Testing
- Statistics for Regression
- Statistics for Classification
- Statistics for Tree-based Methods
- Statistics for Ensemble Method
- A Collection of Best Practices
- Exercises and Projects
PDF ISBN: 978-1-83898-756-5
Publisher: Packt Publishing Limited
Copyright owner: © 2020 Packt Publishing Limited
Publication date: 2020
Language: English
Pages: 392
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