The most in demand skills in the world right now are in Data Science & Machine Learning! In this one video I will teach you a key part of Machine Learning and Data Science which is Statistics.

I took everything in a standard 500 page text book on Statistics and put it in this one video. I will cover every formula, but also will solve real world problems with each formula.

TABLE OF CONTENTS

  • 00:00 Intro
  • 00:25 Basics
  • 01:25 Categorical Data
  • 01:59 Numerical Data
  • 02:10 Continuous Data
  • 02:25 Qualitative Data
  • 02:56 Quantitative Data
  • 03:11 Cross Table
  • 03:36 Pie Charts
  • 03:52 Bar Charts
  • 03:59 Pareto Charts
  • 04:16 Frequency Distribution Table
  • 04:32 Histograms
  • 04:54 Mean
  • 05:44 Median
  • 06:03 Mode
  • 06:26 Variance
  • 07:24 Standard Deviation
  • 08:02 Coefficient of Variation
  • 09:01 Covariance
  • 10:23 Correlation Coefficient
  • 11:12 Maximize Profit
  • 13:45 Probability Distribution
  • 14:26 Relative Frequency Histogram
  • 14:38 Normal Distribution
  • 15:21 Standard Normal Distribution
  • 16:32 Central Limit Theorem
  • 16:55 Standard Error
  • 17:14 Z Score
  • 17:50 Z Table
  • 18:35 Confidence Interval
  • 19:22 Alpha
  • 20:05 Margin of Error
  • 20:13 Confidence Interval Example
  • 20:57 Critical Probability
  • 21:49 Student’s T Distribution
  • 22:43 Degrees of Freedom
  • 22:50 T Distribution Example
  • 23:33 T Table
  • 24:30 Dependent Samples
  • 25:29 Independent Samples
  • 26:26 Hypothesis
  • 27:02 Null Hypothesis
  • 27:20 Alternative Hypothesis
  • 27:37 Significance Level
  • 29:06 1 Sided Tests
  • 29:35 Type 1 Errors
  • 29:57 Type 2 Errors
  • 30:32 Hypothesis Error Example
  • 31:23 Means Testing
  • 33:33 P Value
  • 34:25 Regression
  • 36:24 Regression Example
  • 37:53 Correlation Coefficient
  • 39:11 Coefficient of Determination
  • 41:14 Root Mean Squared Deviation
  • 41:46 Residual
  • 43:27 Chi Square Tests
  • 47:03 Chi Square Table

#machine-learning #data-science #developer

Statistics for Data Science & Machine Learning
4.60 GEEK