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The Data Science Course 2023: Complete Data Science Bootcamp
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Introduction
1 Topic
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Download All Resources and Important FAQ
The Field of Data Science – The Various Data Science Disciplines
5 Topics
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Data Science and Business Buzzwords: Why are there so Many?
What is the difference between Analysis and Analytics
Business Analytics, Data Analytics, and Data Science: An Introduction
Continuing with BI, ML, and AI
A Breakdown of our Data Science Infographic
The Field of Data Science – Connecting the Data Science Disciplines
1 Topic
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Applying Traditional Data, Big Data, BI, Traditional Data Science and ML
The Field of Data Science – The Benefits of Each Discipline
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The Reason Behind These Disciplines
The Field of Data Science – Popular Data Science Techniques
11 Topics
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Techniques for Working with Traditional Data
Real Life Examples of Traditional Data
Techniques for Working with Big Data
Real Life Examples of Big Data
Business Intelligence (BI) Techniques
Real Life Examples of Business Intelligence (BI)
Techniques for Working with Traditional Methods
Real Life Examples of Traditional Methods
Machine Learning (ML) Techniques
Types of Machine Learning
Real Life Examples of Machine Learning (ML)
The Field of Data Science – Popular Data Science Tools
1 Topic
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Necessary Programming Languages and Software Used in Data Science
The Field of Data Science – Careers in Data Science
1 Topic
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Finding the Job – What to Expect and What to Look for
The Field of Data Science – Debunking Common Misconceptions
1 Topic
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Debunking Common Misconceptions
Part 2: Probability
4 Topics
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The Basic Probability Formula
Computing Expected Values
Frequency
Events and Their Complements
Probability – Combinatorics
11 Topics
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Fundamentals of Combinatorics
Permutations and How to Use Them
Simple Operations with Factorials
Solving Variations with Repetition
Solving Variations without Repetition
Solving Combinations
Symmetry of Combinations
Solving Combinations with Separate Sample Spaces
Combinatorics in Real-Life: The Lottery
A Recap of Combinatorics
A Practical Example of Combinatorics
Probability – Bayesian Inference
12 Topics
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Sets and Events
Ways Sets Can Interact
Intersection of Sets
Union of Sets
Mutually Exclusive Sets
Dependence and Independence of Sets
The Conditional Probability Formula
The Law of Total Probability
The Additive Rule
The Multiplication Law
Bayes’ Law
A Practical Example of Bayesian Inference
Probability – Distributions
15 Topics
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Fundamentals of Probability Distributions
Types of Probability Distributions
Characteristics of Discrete Distributions
Discrete Distributions: The Uniform Distribution
Discrete Distributions: The Bernoulli Distribution
Discrete Distributions: The Binomial Distribution
Discrete Distributions: The Poisson Distribution
Characteristics of Continuous Distributions
Continuous Distributions: The Normal Distribution
Continuous Distributions: The Standard Normal Distribution
Continuous Distributions: The Students’ T Distribution
Continuous Distributions: The Chi-Squared Distribution
Continuous Distributions: The Exponential Distribution
Continuous Distributions: The Logistic Distribution
A Practical Example of Probability Distributions
Probability in Other Fields
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Probability in Finance
Probability in Statistics
Probability in Data Science
Part 3: Statistics
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Population and Sample
Statistics – Descriptive Statistics
12 Topics
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Types of Data
Levels of Measurement
Categorical Variables – Visualization Techniques
Numerical Variables – Frequency Distribution Table
The Histogram
Cross Tables and Scatter Plots
Mean, median and mode
Skewness
Variance
Standard Deviation and Coefficient of Variation
Covariance
Correlation Coefficient
Statistics – Practical Example: Descriptive Statistics
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Practical Example: Descriptive Statistics
Statistics – Inferential Statistics Fundamentals
7 Topics
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Introduction
What is a Distribution
The Normal Distribution
The Standard Normal Distribution
Central Limit Theorem
Standard error
Estimators and Estimates
Statistics – Inferential Statistics: Confidence Intervals
10 Topics
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What are Confidence Intervals?
Confidence Intervals; Population Variance Known; Z-score
Confidence Interval Clarifications
Student’s T Distribution
Confidence Intervals; Population Variance Unknown; T-score
Margin of Error
Confidence intervals. Two means. Dependent samples
Confidence intervals. Two means. Independent Samples (Part 1)
Confidence intervals. Two means. Independent Samples (Part 2)
Confidence intervals. Two means. Independent Samples (Part 3)
Statistics – Practical Example : Inferential Statistics
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Practical Example: Inferential Statistics
Statistics – Hypothesis Testing
9 Topics
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Null vs Alternative Hypothesis
Rejection Region and Significance Level
Type I Error and Type II Error
Test for the Mean. Population Variance Known
p-value
Test for the Mean. Population Variance Unknown
Test for the Mean. Dependent Samples
Test for the mean. Independent Samples (Part 1)
Test for the mean. Independent Samples (Part 2)
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