Statistics and Probability Tutorial for Data Science | Intellipaat

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In this Statistics And Probability Tutorial video, you will understand what is, what is a probability, how statistics and probability are important in data science, hypothesis testing, standardization, and normalization, and a lot more.

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🔵 Following topics are covered in this session:
00:00:00 - Introduction to Statistics And Probability Tutorial
00:01:20 - Introduction to Statistics
00:01:54 - Statistical Terminology
00:04:48 - Sampling and It's Technique
00:09:27 - Categories of Statistics
00:13:19 - Types of Data
00:17:32 - Describing Data Through Statistics
00:19:13 - The Central Tendencies
00:22:20 - Implementation in R
00:25:42 - Variability and Spread
00:33:41 - Probability
00:35:46 - Probability VS Statistics
00:36:23 - Probability Terminology
00:37:23 - Probability Rules, Categories and Distribution
00:44:46 - Covariance and Correlation
00:50:42 - Correlation Coefficient
00:53:04 - Correlation is not Causation
00:55:41 - Hypothesis Testing
00:56:20 - Types of Hypothesis Testing
00:59:17 - Decision Error
01:03:11 - Decision Rules
01:12:16 - Hypothesis Testing - Example
01:13:58 - Types of Hypothesis Testing
01:23:47 - Types of Re-scaling


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