Statistics and Probability 101 - M. ElHosseini - Official Website

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Welcome to my academic space—explore, learn, and connect through research, teaching, and innovation in AI and Smart Systems.

Statistics and Probability 101

64 Videos

📊 What Is Statistics? | Real-World Applications & Key Concepts Explained

33:43

📊 When Technology Computes, You Interpret

15:32

📊 Statistics - What Is It and Why? 📈

16:39

📊 From Sample to Significance

31:20

13:38

📊 Convenient Sampling and Random Variance 📈

9:06

📊 Types of Statistical Populations 📈

13:30

📊 Independence and Types of Data 📈

13:59

📊 Types of Data Explained: Why It Matters in Statistics

19:07

📊 Descriptive Statistics - Mean and Standard Deviation 📈

23:45

📊 Descriptive Statistics - Outliers, Median, and Trimmed Mean 📈

27:00

📊 Descriptive Statistics - Mode, Range, Quartiles, and Percentage 📈

26:29

📊 Frequency Table: Proportion, Percentage & Summary Stats

35:10

📊 Graphical Summarization - Stem and Leaf Plot 📈

18:28

📊 Graphical Summarization - Dot Plot Part 1 📈

7:46

📊 Graphical Summarization - Dot Plot and Statistical Summaries Part 2 📈

9:03

📊 Graphical Summarization - Dot Plot and Skewness Part 3 📈

7:08

📊 Graphical Summarization - Histogram Part 1 📈

10:37

📊 Graphical Summarization - Histogram and Continuous Data Part 2 📈

14:58

📊 Graphical Summarization - Example of a Histogram Part 3 📈

7:42

📊 Graphical Summarization - How to Read and Understand Histograms Part 4 📈

4:45

📊 Graphical Summarization - Histogram and Class Interval Start & End Points Part 5 📈

11:00

📊 Graphical Summarization - Histogram with Unequal Class Widths Part 6 📈

11:30

📊 Graphical Summarization - Implementing Histograms Using Python 🐍 Part 7 📈

19:14

📊 Graphical Summarization - Boxplots and How to Create Them 📈

23:08

📊 Symmetry, Skewness, and Statistical Measures 📈

25:38

📊 Understanding Kurtosis in Data Analysis 📈

20:01

📊 The Association Between Two Categorical Variables

30:30

📊 Scatter Plots & Correlation | فهم العلاقات بين المتغيرات الكمية

33:08

📊 Regression: From Data Points to Real-World Predictions

32:47

📊 Probability - Fundamental Concepts 🎲

25:08

📊 Probability - Combining Events 🎲

17:48

📊 Probability - Definition and How to Calculate It 🎲

21:21

📊 Probability - Example of How to Calculate Probability 🎲

7:03

📊 Probability - Example of Axiom 3 and Mutually Exclusive Events 🎲

4:59

📊 Probability - The Addition Rule in Probability 🎲

11:05

📊 Probability - Event A but Not Event B 🎲

13:48

📊 Probability - Solved Examples 🎲

17:22

📊 Counting and Combinatorics in Probability 🎲

23:52

📊 Counting Methods - Combinations 📈

19:03

📊 Probability - Conditional Probability 🎲

20:47

📊 Probability - Conditional Probability and Independent Events 🎲

28:21

📊 Conditional Probability - The Multiplication Rule 🎲

16:04

📊 Conditional Probability - The Law of Total Probability 🎲

22:10

📊 Conditional Probability - Bayes' Theorem 🎲

20:03

📊 Conditional Probability - Reliability Analysis 🔧

19:53

📊 Random Variables - Concept and Importance 🎲

16:40

📊 Random Variable - Solved Examples 🎲

21:40

📊 Random Variable - Probability Mass Function (PMF) 🎲

22:26

📊 Random Variable and Cumulative Distribution Function (CDF) 🎲

20:49

📊 Discrete Random Variable - Mean and Variance 📈

19:14

📊 Discrete Random Variable - Examples of Mean and Variance 📈

18:30

📊 Continuous Random Variable and Probability Density Function (PDF) 📈

31:16

📊 Continuous Random Variable - Mean, Variance, and Chebyshev's Theorem 📈

32:41

Bernoulli Distribution | Mean & Variance Calculations بالعربي

23:58

🎲 Binomial Distribution - Conditions & Probability Mass Function بالعربي

32:56

🧮 Solved Examples | Binomial Distribution بالعربي

27:19

⚖️ Walmart Gender Bias Lawsuit - Case Study | Binomial Distribution بالعربي

8:40

📐 Mean and Variance | Binomial Distribution بالعربي

14:03

🌍 Analyzing Racial Discrimination - Case Study | Binomial Distribution بالعربي

16:15

📊 The Normal Distribution - What, Why, and How 📈

21:02

📊 Normal Distribution and the Z-Table 📈

14:29

📊 Normal Distribution - Solved Examples 📈

15:48

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