Machine Learning Foundations Statistics

Files Included :

01 - Foundations of statistics for machine learning.mp4 (3.19 MB)
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02 - What you should know.mp4 (2.43 MB)
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01 - Defining statistics.mp4 (10.83 MB)
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02 - Applications of statistics in ML.mp4 (8.73 MB)
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03 - Types of data.mp4 (8.97 MB)
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01 - The mean.mp4 (9.97 MB)
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02 - The median.mp4 (6.78 MB)
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03 - The mode.mp4 (4.91 MB)
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04 - The percentile.mp4 (7.13 MB)
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05 - The percentage change.mp4 (5.2 MB)
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06 - The range.mp4 (6.35 MB)
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07 - The variance and the standard deviation.mp4 (9.91 MB)
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08 - The standard error of the mean vs the standard deviation.mp4 (6.48 MB)
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01 - The quantiles and box plots.mp4 (6.33 MB)
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02 - Missing data.mp4 (9.84 MB)
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03 - The correlation.mp4 (5.99 MB)
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04 - The covariance.mp4 (6.56 MB)
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05 - The correlation coefficient.mp4 (6.57 MB)
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06 - The correlation vs causation.mp4 (5.39 MB)
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01 - Introduction to probability distribution.mp4 (4.97 MB)
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02 - The uniform distribution.mp4 (5.47 MB)
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03 - The normal distribution.mp4 (5.71 MB)
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04 - The Bernoulli distribution.mp4 (4.74 MB)
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05 - The Multinoulli distribution.mp4 (5.85 MB)
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01 - Selection with replacement.mp4 (5.42 MB)
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02 - Selection without replacement.mp4 (5.44 MB)
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03 - Bootstrapping.mp4 (6.15 MB)
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01 - Independent and dependent variables.mp4 (4.38 MB)
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02 - Linear regression for continuous values.mp4 (5.51 MB)
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03 - Fitting a line.mp4 (5.34 MB)
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04 - Linear least squares.mp4 (7.25 MB)
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01 - Next steps.mp4 (2.16 MB)
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