The Data Science Course 2022 : Complete Data Science Bootcamp

Introduction 1 Topic

Expand

Lesson Content

0% Complete 0/1 Steps

Download All Resources and Important FAQ

The Field of Data Science – The Various Data Science Disciplines 5 Topics

Expand

Lesson Content

0% Complete 0/5 Steps

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

Expand

Lesson Content

0% Complete 0/1 Steps

Applying Traditional Data, Big Data, BI, Traditional Data Science and ML

The Field of Data Science – The Benefits of Each Discipline 1 Topic

Expand

Lesson Content

0% Complete 0/1 Steps

The Reason Behind These Disciplines

The Field of Data Science – Popular Data Science Techniques 11 Topics

Expand

Lesson Content

0% Complete 0/11 Steps

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

Expand

Lesson Content

0% Complete 0/1 Steps

Necessary Programming Languages and Software Used in Data Science

The Field of Data Science – Careers in Data Science 1 Topic

Expand

Lesson Content

0% Complete 0/1 Steps

Finding the Job – What to Expect and What to Look for

The Field of Data Science – Debunking Common Misconceptions 1 Topic

Expand

Lesson Content

0% Complete 0/1 Steps

Debunking Common Misconceptions

Part 2: Probability 4 Topics

Expand

Lesson Content

0% Complete 0/4 Steps

The Basic Probability Formula

Computing Expected Values

Frequency

Events and Their Complements

Probability – Combinatorics 11 Topics

Expand

Lesson Content

0% Complete 0/11 Steps

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

Expand

Lesson Content

0% Complete 0/12 Steps

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

Expand

Lesson Content

0% Complete 0/15 Steps

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 3 Topics

Expand

Lesson Content

0% Complete 0/3 Steps

Probability in Finance

Probability in Statistics

Probability in Data Science

Part 3: Statistics 1 Topic

Expand

Lesson Content

0% Complete 0/1 Steps

Population and Sample

Statistics – Descriptive Statistics 12 Topics

Expand

Lesson Content

0% Complete 0/12 Steps

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 1 Topic

Expand

Lesson Content

0% Complete 0/1 Steps

Practical Example: Descriptive Statistics

Statistics – Inferential Statistics Fundamentals 7 Topics

Expand

Lesson Content

0% Complete 0/7 Steps

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

Expand

Lesson Content

0% Complete 0/10 Steps

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 1 Topic

Expand

Lesson Content

0% Complete 0/1 Steps

Practical Example: Inferential Statistics

Statistics – Hypothesis Testing 9 Topics

Expand

Lesson Content

0% Complete 0/9 Steps

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)

The Data Science Course 2022: Complete Data Science Bootcamp

Module Content

Cart