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Udemy_Math_for_Data_Science_Masterclass_2023_4
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Udemy - Math for Data Science Masterclass 2023-4 (Size: 2.13 GB) (Files: 146)
Udemy - Math for Data Science Masterclass 2023-4
06 - Joint Distributions
004 Joint Distribution Practice Problem Set and Answers.html
004 05-Joint-Distributions-Practice-Questions.pdf
003 Pearson Correlation Coefficient_en.srt
002 Covariance_en.srt
001 Introduction to Joint Distributions_en.srt
004 05-Joint-Distributions-Practice-Questions-Answers.pdf
002 Covariance.mp4
003 Pearson Correlation Coefficient.mp4
001 Introduction to Joint Distributions.mp4
08 - The Normal Distribution
006 Normal Distribution Practice Problem Set and Answers.html
004 Standard Normal Distribution_en.srt
003 Normal Distribution_en.srt
002 Mean, Variance, and Standard Deviation_en.srt
001 Introduction to The Normal Distribution_en.srt
006 07-The-Normal-Distribution-Practice-Questions.pdf
005 Z-Scores_en.srt
006 07-The-Normal-Distribution-Practice-Questions-Answers.pdf
004 Standard Normal Distribution.mp4
002 Mean, Variance, and Standard Deviation.mp4
003 Normal Distribution.mp4
005 Z-Scores.mp4
001 Introduction to The Normal Distribution.mp4
07 - Data Distributions
010 Data Distributions Practice Problem Set and Answers.html
003 Discrete Uniform Distribution - Dice Roll_en.srt
005 Continuous Uniform Distribution - Voltage_en.srt
008 Bernoulli Distribution_en.srt
006 Cumulative Distribution Functions_en.srt
009 Poisson Distribution_en.srt
002 Probability Mass Functions_en.srt
010 06-Data-Distributions-Practice-Questions.pdf
001 Introduction to Data Distributions_en.srt
004 Probability Density Functions_en.srt
007 Binomial Distribution_en.srt
010 06-Data-Distributions-Practice-Questions-Answers.pdf
003 Discrete Uniform Distribution - Dice Roll.mp4
005 Continuous Uniform Distribution - Voltage.mp4
006 Cumulative Distribution Functions.mp4
008 Bernoulli Distribution.mp4
002 Probability Mass Functions.mp4
009 Poisson Distribution.mp4
004 Probability Density Functions.mp4
007 Binomial Distribution.mp4
001 Introduction to Data Distributions.mp4
11 - Regression
007 Regression Practice Problem Set and Answers.html
002 Scatterplots and Regression_en.srt
001 Introduction to Regression_en.srt
005 Chi-Square Tests_en.srt
004 Coefficient of Determination and the RMSE_en.srt
003 Correlation Coefficient and the Residual_en.srt
007 10-Regression-Practice-Questions.pdf
006 ANOVA_en.srt
007 10-Regression-Practice-Questions-Answers.pdf
002 Scatterplots and Regression.mp4
001 Introduction to Regression.mp4
005 Chi-Square Tests.mp4
004 Coefficient of Determination and the RMSE.mp4
003 Correlation Coefficient and the Residual.mp4
006 ANOVA.mp4
09 - Sampling
006 Sampling Practice Problem Set and Answers.html
004 The Student's t-Distribution_en.srt
001 Introduction to Sampling_en.srt
005 Confidence Interval for the Mean_en.srt
006 08-Sampling-Practice-Questions.pdf
003 The Central Limit Theorem_en.srt
002 Sampling and Bias_en.srt
006 08-Sampling-Practice-Questions-Answers.pdf
004 The Student's t-Distribution.mp4
001 Introduction to Sampling.mp4
005 Confidence Interval for the Mean.mp4
003 The Central Limit Theorem.mp4
002 Sampling and Bias.mp4
10 - Hypothesis Testing
007 Hypothesis Testing Practice Problem Set and Answers.html
002 Inferential Statistics and Hypotheses_en.srt
004 Test Statistics for One- and Two-Tailed Tests_en.srt
001 Introduction to Hypothesis Testing_en.srt
003 Significance Level and Type I and II Errors_en.srt
007 09-Hypothesis-Testing-Practice-Questions.pdf
005 The p-Value and Rejecting the Null_en.srt
006 AB Testing_en.srt
007 09-Hypothesis-Testing-Practice-Questions-Answers.pdf
002 Inferential Statistics and Hypotheses.mp4
004 Test Statistics for One- and Two-Tailed Tests.mp4
003 Significance Level and Type I and II Errors.mp4
006 AB Testing.mp4
005 The p-Value and Rejecting the Null.mp4
001 Introduction to Hypothesis Testing.mp4
Readme.txt
04 - Combinatorics
005 Combinatorics Practice Problem Set and Answers.html
003 Permutations_en.srt
001 Introduction to Combinatorics_en.srt
004 Combinations_en.srt
005 03-Combinatorics-Practice-Questions.pdf
002 Factorials_en.srt
005 03-Combinatorics-Practice-Questions-Answers.pdf
003 Permutations.mp4
002 Factorials.mp4
004 Combinations.mp4
001 Introduction to Combinatorics.mp4
05 - Probability
009 Probability Practice Problem Set and Answers.html
005 Bayes' Theorem_en.srt
004 Conditional Probability, Independent and Dependent_en.srt
008 Combinations of Random Variables_en.srt
009 04-Probability-Practice-Questions.pdf
003 The Addition Rule, Union and Intersection, Venn Diagrams_en.srt
002 Probability, Law of Large Numbers, Experimental vs. Expected_en.srt
001 Introduction to Probability_en.srt
007 Transforming Random Variables_en.srt
006 Discrete Probability_en.srt
009 04-Probability-Practice-Questions-Answers.pdf
005 Bayes' Theorem.mp4
004 Conditional Probability, Independent and Dependent.mp4
008 Combinations of Random Variables.mp4
003 The Addition Rule, Union and Intersection, Venn Diagrams.mp4
006 Discrete Probability.mp4
007 Transforming Random Variables.mp4
002 Probability, Law of Large Numbers, Experimental vs. Expected.mp4
001 Introduction to Probability.mp4
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Read Me.txt
01 - Introduction
001 Welcome to the Course! Important Info in this Lecture!.html
002 Course Overview and Curriculum_en.srt
002 Course Overview and Curriculum.mp4
03 - Visualizing Data
006 CategoricalDistribution Plots - Box and Whisker Plots_en.srt
005 Categorical Plots - Bar Plots_en.srt
003 Line Plots_en.srt
008 Common Plot Pitfalls_en.srt
004 Distribution Plots - Histograms_en.srt
007 Other Plot Types - Violin Plot, KDE Plot_en.srt
002 Scatter Plots_en.srt
001 Introduction to Visualizing Data_en.srt
005 Categorical Plots - Bar Plots.mp4
006 CategoricalDistribution Plots - Box and Whisker Plots.mp4
003 Line Plots.mp4
004 Distribution Plots - Histograms.mp4
007 Other Plot Types - Violin Plot, KDE Plot.mp4
008 Common Plot Pitfalls.mp4
001 Introduction to Visualizing Data.mp4
002 Scatter Plots.mp4
02 - Core Data Concepts
004 Quartiles and IQR_en.srt
001 Introduction to Core Data Concepts_en.srt
003 Measurements of Dispersion - Variance and Standard Deviation_en.srt
002 Measurements of Central Tendency - Mean, Median, and Mode_en.srt
004 Quartiles and IQR.mp4
003 Measurements of Dispersion - Variance and Standard Deviation.mp4
002 Measurements of Central Tendency - Mean, Median, and Mode.mp4
001 Introduction to Core Data Concepts.mp4
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