Essential Statistics for Non-STEM Data Analysts

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

Li, Rongpeng

Packt Publishing Limited

11/2020

392

Mole

Inglês

9781838984847

15 a 20 dias

Descrição não disponível.
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
Python Data Science;Practical statistics for data science;statistical learning;Statistics using Python