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.
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FILE LIST
Filename
Size
~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