09:39

Multiple Regression || Categorical Response Variable || Logistic Regression

10:38

Multiple Regression || Categorical Predictors

07:12

Multiple Regression || Checking Assumptions

15:32

Multiple Regression || Individual T tests

08:11

Multiple Regression || Overall F-Test

35:14

Calculus for Machine Learning || مبادئ التفاضل لتعلم الآلة

01:43:07

Linear Algebra for Machine Learning || الجبر الخطي لتعلم الآلة

08:47

Multiple Regression || R and R-Squared

12:23

Multiple Regression Model

08:16

Simple Regression || Exponential Regression

09:03

Simple Regression || Confidence Interval and Prediction Interval for the predicted value

11:05

Simple Regression || Checking Assumptions

07:57

Simple Regression || Testing The Model

11:13

Simple Regression || Pitfalls in Regression

07:58

Simple Regression || Predictive Power

07:38

Simple Regression || The population Regression Model

08:48

Fisher's Exact Test

06:23

The Chi-Square Test - Side notes

10:31

The Chi-Square Test for the goodness of fit

09:16

Interpreting The Chi-Squared Test || Cramer's V

06:58

The Chi-Squared Test for Independence

08:16

Categorical Association and Independence

10:27

Comparing Two Dependent Means

05:33:18

الاحصاء الوصفية كاملة في فيديو واحد || Descriptive Statistics Basics

06:29

Probabilities || The union of sets

10:14

Comparing Two Dependent Proportions

10:50

Comparing Two Independent Means

06:25:07

أساسيات لغة البايثون كاملة في فيديو واحد للمبتدئين || Python basics from scratch

12:12

Comparing Two Independent Proportions

14:41

Type I and Type II Errors

05:18

مثال شامل على Significance Test

05:42

العلاقة بين Significance Test and Confidence Interval

08:55

Significance Test step-by-step plan

05:45

Significance Test about Population Mean

09:59

Significance Test about Population Proportion

07:04

ما معنى كلمة Hypotheses ؟

05:34

مثال شامل على الـ Confidence Interval

07:19

Choosing The Sample Size

06:43

Confidence Levels

06:21

Confidence Interval for proportion

08:44

Confidence Interval for mean with unknown Standard Deviation

07:47

Confidence Interval for mean with known population Standard Deviation

04:28

مقدمة للاحصاء الاستدلالية || The Inferential Statistics

08:39

Example on Population, Sampling, and Sample Distributions

06:40

The Sampling Distribution of the sample proportion

11:01

population distribution || sample distribution || sampling distribution

09:40

The Central Limit Theorem

07:48

The Sampling Distribution of the sample mean

15:02

الفرق بين Population and sample || كيفية بناء Sample بشكل صحيح

10:30

The Binomial Distribution

12:47

The Standard Normal Distribution || Z- Distribution

11:30

The Normal Distribution: Probability Calculations

19:26

The mean and the variance of a random variable

13:35

Random Variables, Probability Distributions, and Cumulative Probability Distributions

13:09

More Conditional Probabilities, Decision Trees, and Bayes' Law

06:40

Independence between random events

10:54

Joint, Marginal, and Conditional Probabilities

09:47

Practice with Sets and Probability Concepts

07:57

Probabilities & Sets

02:15

Become a Data Scientist