Statistics and Probability For Machine Learning | ML For Beginners | MindMajix – YouTube

In this video you’ll learn statistic and probability for machine learning and data science for mastering algorithms, data analysis, and predictive modeling. Learn how probability distributions, statistical analysis, and data patterns power ML algorithms like regression, classification, clustering, and neural networks.

👉 Following are the topics we covered in this Statistics and Probability For Machine Learning video:
00:00:00 Introduction
00:00:56 What is statistic
00:03:06 Statistical and non-statistical analysis
00:04:14 Major categories of statistics
00:07:25 Statistical analysis consideration
00:08:15 Population and sample
00:09:07 Statistics and parameters
00:11:48 Statistical analysis process
00:12:39 Data distribution
00:14:20 Mesures of central tendency
00:15:48 Percentiles in data distribution
00:16:55 Dispersion
00:17:49 Bell Curve – Normal distribution
00:20:01 Bell Curve – Left Skewed
00:20:59 Bell Curve – Right Skewed
00:21:56 Kurtosis
00:26:40 Correlation Matrix
00:29:03 Inferential statistics
00:31:33 Project example

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