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Udemy_Math_for_Data_Science_Masterclass_2023_4
TORRENT SUMMARY
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Math for Data Science Masterclass, the advanced Math for Data Science course is published by Udemy Academy. Christa King and Jose Portilla have teamed up to create a first-of-its-kind course to give you the best learning experience on how to use math to solve real-world data science problems. This course is specifically designed to help you understand the mathematical concepts of data science, so you can have a solid understanding of how to effectively use data in an organization. Most students entering the field of data science are confused about where to start with basic mathematics.
This course is specifically designed to help bridge this gap and provide students with a clear and guided path into the complex and interesting world of mathematics used in data science. This is the learning experience for anyone who wants to really understand data science. At the end of each section is a set of practical problems drawn from real companies where you can directly apply what you know to test your concepts.
In this lesson, we will discuss the following:
Understanding data concepts
Different ways to visualize data
Permutations
Combinations
Bayes theorem
Random variables
Common distributions
Covariance and correlation
What you will learn
Understand the basic concepts of data quality and quantity
Discover how to visualize data with various types of plots
Understand the key ideas in using probability to solve problems
Understanding the concepts of normal distribution
Understanding the hypothesis test on sample groups
Getting to know how to measure data with statistics
Using combinations to calculate permutations and combinations of objects
Learn how to use data distributions with real data
Using sampling and central limit theorem
Principles of linear regression
Who is this course suitable for?
Anyone interested in learning more about the mathematics of data science
Details of the Math for Data Science Masterclass course
Publisher: Udemy
Instructor: Jose Portilla , Krista King
English language
Education level: all levels
Number of courses: 68
Training duration: 16 hours and 7 minutes
Head of the seasons
Math for Data Science Masterclass
Course prerequisites
Only basic arithmetic skills are needed, we’ll teach you the rest
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FILE LIST
Filename
Size
Udemy - Math for Data Science Masterclass 2023-4/01 - Introduction/001 Welcome to the Course! Important Info in this Lecture!.html
1.7 KB
Udemy - Math for Data Science Masterclass 2023-4/01 - Introduction/002 Course Overview and Curriculum_en.srt
7 KB
Udemy - Math for Data Science Masterclass 2023-4/02 - Core Data Concepts/001 Introduction to Core Data Concepts_en.srt
24.1 KB
Udemy - Math for Data Science Masterclass 2023-4/02 - Core Data Concepts/002 Measurements of Central Tendency - Mean, Median, and Mode_en.srt
37.1 KB
Udemy - Math for Data Science Masterclass 2023-4/02 - Core Data Concepts/003 Measurements of Dispersion - Variance and Standard Deviation_en.srt
29.1 KB
Udemy - Math for Data Science Masterclass 2023-4/02 - Core Data Concepts/004 Quartiles and IQR_en.srt
23.2 KB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/001 Introduction to Visualizing Data_en.srt
28.5 KB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/002 Scatter Plots_en.srt
28.4 KB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/003 Line Plots.mp4
16.2 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/003 Line Plots_en.srt
14.8 KB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/004 Distribution Plots - Histograms.mp4
17.1 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/004 Distribution Plots - Histograms_en.srt
18 KB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/005 Categorical Plots - Bar Plots.mp4
10.5 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/005 Categorical Plots - Bar Plots_en.srt
11.4 KB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/006 CategoricalDistribution Plots - Box and Whisker Plots.mp4
11.3 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/006 CategoricalDistribution Plots - Box and Whisker Plots_en.srt
11 KB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/007 Other Plot Types - Violin Plot, KDE Plot.mp4
19.1 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/007 Other Plot Types - Violin Plot, KDE Plot_en.srt
18.4 KB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/008 Common Plot Pitfalls.mp4
19.8 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/008 Common Plot Pitfalls_en.srt
17.7 KB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/001 Introduction to Combinatorics_en.srt
18.2 KB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/002 Factorials_en.srt
23 KB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/003 Permutations.mp4
15.1 MB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/003 Permutations_en.srt
16.7 KB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/004 Combinations_en.srt
19.2 KB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/005 03-Combinatorics-Practice-Questions-Answers.pdf
59.2 KB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/005 03-Combinatorics-Practice-Questions.pdf
21 KB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/005 Combinatorics Practice Problem Set and Answers.html
99 B
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/001 Introduction to Probability_en.srt
31.1 KB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/002 Probability, Law of Large Numbers, Experimental vs. Expected_en.srt
28.3 KB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/003 The Addition Rule, Union and Intersection, Venn Diagrams_en.srt
23.7 KB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/004 Conditional Probability, Independent and Dependent_en.srt
21.8 KB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/005 Bayes' Theorem_en.srt
17.4 KB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/006 Discrete Probability_en.srt
36 KB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/007 Transforming Random Variables_en.srt
34.1 KB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/008 Combinations of Random Variables_en.srt
22.4 KB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/009 04-Probability-Practice-Questions-Answers.pdf
80.8 KB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/009 04-Probability-Practice-Questions.pdf
23.6 KB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/009 Probability Practice Problem Set and Answers.html
106 B
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/001 Introduction to Joint Distributions_en.srt
30.9 KB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/002 Covariance_en.srt
25.7 KB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/003 Pearson Correlation Coefficient_en.srt
21.5 KB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/004 05-Joint-Distributions-Practice-Questions-Answers.pdf
70 KB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/004 05-Joint-Distributions-Practice-Questions.pdf
20 KB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/004 Joint Distribution Practice Problem Set and Answers.html
79 B
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/001 Introduction to Data Distributions_en.srt
22.7 KB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/002 Probability Mass Functions_en.srt
19.5 KB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/003 Discrete Uniform Distribution - Dice Roll.mp4
9.9 MB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/003 Discrete Uniform Distribution - Dice Roll_en.srt
8.9 KB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/004 Probability Density Functions_en.srt
24.7 KB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/005 Continuous Uniform Distribution - Voltage.mp4
16.3 MB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/005 Continuous Uniform Distribution - Voltage_en.srt
14.9 KB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/006 Cumulative Distribution Functions_en.srt
18.3 KB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/007 Binomial Distribution_en.srt
29.9 KB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/008 Bernoulli Distribution_en.srt
17.7 KB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/009 Poisson Distribution_en.srt
18.8 KB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/010 06-Data-Distributions-Practice-Questions-Answers.pdf
67 KB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/010 06-Data-Distributions-Practice-Questions.pdf
20.3 KB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/010 Data Distributions Practice Problem Set and Answers.html
79 B
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/001 Introduction to The Normal Distribution_en.srt
23.3 KB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/002 Mean, Variance, and Standard Deviation_en.srt
22.1 KB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/003 Normal Distribution_en.srt
20.6 KB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/004 Standard Normal Distribution.mp4
13.6 MB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/004 Standard Normal Distribution_en.srt
11.4 KB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/005 Z-Scores_en.srt
25.6 KB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/006 07-The-Normal-Distribution-Practice-Questions-Answers.pdf
87.2 KB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/006 07-The-Normal-Distribution-Practice-Questions.pdf
23.4 KB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/006 Normal Distribution Practice Problem Set and Answers.html
79 B
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/001 Introduction to Sampling_en.srt
20.7 KB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/002 Sampling and Bias_en.srt
38.6 KB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/003 The Central Limit Theorem_en.srt
30.7 KB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/004 The Student's t-Distribution.mp4
22.3 MB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/004 The Student's t-Distribution_en.srt
15.1 KB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/005 Confidence Interval for the Mean_en.srt
27.9 KB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/006 08-Sampling-Practice-Questions-Answers.pdf
59.8 KB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/006 08-Sampling-Practice-Questions.pdf
28.9 KB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/006 Sampling Practice Problem Set and Answers.html
79 B
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/001 Introduction to Hypothesis Testing_en.srt
23.5 KB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/002 Inferential Statistics and Hypotheses_en.srt
17 KB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/003 Significance Level and Type I and II Errors_en.srt
25.8 KB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/004 Test Statistics for One- and Two-Tailed Tests_en.srt
19.5 KB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/005 The p-Value and Rejecting the Null_en.srt
29.7 KB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/006 AB Testing_en.srt
31 KB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/007 09-Hypothesis-Testing-Practice-Questions-Answers.pdf
91.3 KB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/007 09-Hypothesis-Testing-Practice-Questions.pdf
26.8 KB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/007 Hypothesis Testing Practice Problem Set and Answers.html
79 B
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/001 Introduction to Regression_en.srt
17.4 KB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/002 Scatterplots and Regression.mp4
14.7 MB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/002 Scatterplots and Regression_en.srt
11.4 KB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/003 Correlation Coefficient and the Residual_en.srt
31.3 KB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/004 Coefficient of Determination and the RMSE_en.srt
23.8 KB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/005 Chi-Square Tests_en.srt
23 KB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/006 ANOVA_en.srt
35.6 KB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/007 10-Regression-Practice-Questions-Answers.pdf
58.5 KB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/007 10-Regression-Practice-Questions.pdf
33.3 KB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/007 Regression Practice Problem Set and Answers.html
79 B
Udemy - Math for Data Science Masterclass 2023-4/Read Me.txt
400 B
Udemy - Math for Data Science Masterclass 2023-4/Readme.txt
