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Udemy - Statistics and Hypothesis Testing for Data science

Size
3.8 GB
Seeders
1
Leechers
2
Files
32
Category
Added
at 8:51pm GMT+1
Infohash
1bd607f1ae34c7089e1aa7e4413720f70707ca33

Description
Statistics and Hypothesis Testing for Data science



https://DevCourseWeb.com

Published 9/2023
Created by Meritshot Academy
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 31 Lectures ( 4h 15m ) | Size: 3.83 GB

"Mastering Data Analysis and Making Informed Decisions with Statistical Hypothesis Testing in Data Science".

What you'll learn
Fundamental concepts and importance of statistics in various fields.
How to use statistics for effective data analysis and decision-making.
Introduction to Python for statistical analysis, including data manipulation and visualization.
Different types of data and their significance in statistical analysis.
Measures of central tendency, spread, dependence, shape, and position.
How to calculate and interpret standard scores and probabilities.
Key concepts in probability theory, set theory, and conditional probability.
Understanding Bayes' Theorem and its applications.
Permutations, combinations, and their role in solving real-world problems.
Practical knowledge of various statistical tests, including t-tests, chi-squared tests, and ANOVA, for hypothesis testing and inference.

Requirements
Access to a computer with internet connectivity.
A basic understanding of mathematics, including algebra and arithmetic.
Familiarity with fundamental concepts in data analysis and problem-solving.
A willingness to learn and engage with statistical concepts and Python programming.
Basic knowledge of Python is a plus but not mandatory.

File list
  • Udemy - Statistics and Hypothesis Testing for Data science
  • ~Get Your Files Here !/1. Introduction to Statistics/1. Introduction to Statistics and its importance.mp4 106.8 MB
  • ~Get Your Files Here !/1. Introduction to Statistics/2. Explain the role of statistics in data analysis.mp4 88.7 MB
  • ~Get Your Files Here !/1. Introduction to Statistics/3. Introduction to Python for Statistical Analysis.mp4 92.5 MB
  • ~Get Your Files Here !/2. Introduction to Descriptive Statistics/1. Types of Data.mp4 126.7 MB
  • ~Get Your Files Here !/2. Introduction to Descriptive Statistics/2. Measures of Central Tendency.mp4 105 MB
  • ~Get Your Files Here !/2. Introduction to Descriptive Statistics/3. Measures of Spread.mp4 71.2 MB
  • ~Get Your Files Here !/2. Introduction to Descriptive Statistics/4. Measures of Dependence.mp4 73.9 MB
  • ~Get Your Files Here !/2. Introduction to Descriptive Statistics/5. Measures of Shape and Position.mp4 145.5 MB
  • ~Get Your Files Here !/2. Introduction to Descriptive Statistics/6. Measures of Standard Scores.mp4 78.7 MB
  • ~Get Your Files Here !/3. Introduction to Basic and Conditional Probability/1. Introduction to Basic Probability.mp4 176.2 MB
  • ~Get Your Files Here !/3. Introduction to Basic and Conditional Probability/2. Introduction to Set Theory.mp4 106.5 MB
  • ~Get Your Files Here !/3. Introduction to Basic and Conditional Probability/3. Introduction to Conditional Probability.mp4 74.7 MB
  • ~Get Your Files Here !/3. Introduction to Basic and Conditional Probability/4. Introduction to Bayes Theorem.mp4 118 MB
  • ~Get Your Files Here !/3. Introduction to Basic and Conditional Probability/5. Introduction to Permutations and Combinations.mp4 112.4 MB
  • ~Get Your Files Here !/3. Introduction to Basic and Conditional Probability/6. Introduction to Random Variables.mp4 80.7 MB
  • ~Get Your Files Here !/3. Introduction to Basic and Conditional Probability/7. Introduction to Probability Distribution Functions.mp4 202.6 MB
  • ~Get Your Files Here !/4. Introduction to Inferential Statistics/1. Introduction to Normal Distribution.mp4 215.8 MB
  • ~Get Your Files Here !/4. Introduction to Inferential Statistics/10. Introduction to Sampling Methods.mp4 256.5 MB
  • ~Get Your Files Here !/4. Introduction to Inferential Statistics/2. Introduction to Skewness and Kurtosis.mp4 143.8 MB
  • ~Get Your Files Here !/4. Introduction to Inferential Statistics/3. Introduction to Statistical Transformations.mp4 212.5 MB
  • ~Get Your Files Here !/4. Introduction to Inferential Statistics/4. Introduction to Sample and Population Mean.mp4 73.5 MB
  • ~Get Your Files Here !/4. Introduction to Inferential Statistics/5. Introduction to Central Limit Theorem.mp4 75.2 MB
  • ~Get Your Files Here !/4. Introduction to Inferential Statistics/6. Introduction to Bias and Variance.mp4 114.3 MB
  • ~Get Your Files Here !/4. Introduction to Inferential Statistics/7. Introduction to Maximum Likelihood Estimation.mp4 101.7 MB
  • ~Get Your Files Here !/4. Introduction to Inferential Statistics/8. Introduction to Confidence Intervals.mp4 78.2 MB
  • ~Get Your Files Here !/4. Introduction to Inferential Statistics/9. Introduction to Correlations.mp4 270.6 MB
  • ~Get Your Files Here !/5. Introduction to Hypothesis Testing/1. 1. Fundamentals of Hypothesis Testing.mp4 108.8 MB
  • ~Get Your Files Here !/5. Introduction to Hypothesis Testing/2. Introduction to T Tests.mp4 138.7 MB
  • ~Get Your Files Here !/5. Introduction to Hypothesis Testing/3. Introduction to Z Tests.mp4 88.5 MB
  • ~Get Your Files Here !/5. Introduction to Hypothesis Testing/4. Introduction to Chi Squared Tests.mp4 232 MB
  • ~Get Your Files Here !/5. Introduction to Hypothesis Testing/5. Introduction to Anova Tests.mp4 54.1 MB
  • ~Get Your Files Here !/Bonus Resources.txt 386 B

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