Data Science and Machine Learning Bootcamp with R
- Description
- Curriculum
- FAQ
- Reviews
Data Scientist has been ranked the number one job on Glassdoor and the average salary of a data scientist is over $120,000 in the United States according to Indeed! Data Science is a rewarding career that allows you to solve some of the world’s most interesting problems!
This course is designed for both complete beginners with no programming experience or experienced developers looking to make the jump to Data Science!
This comprehensive course is comparable to other Data Science bootcamps that usually cost thousands of dollars, but now you can learn all that information at a fraction of the cost! With over 100 HD video lectures and detailed code notebooks for every lecture this is one of the most comprehensive course for data science and machine learning on Udemy!
We’ll teach you how to program with R, how to create amazing data visualizations, and how to use Machine Learning with R! Here a just a few of the topics we will be learning:
- Programming with R
- Advanced R Features
- Using R Data Frames to solve complex tasks
- Use R to handle Excel Files
- Web scraping with R
- Connect R to SQL
- Use ggplot2 for data visualizations
- Use plotly for interactive visualizations
- Machine Learning with R, including:
- Linear Regression
- K Nearest Neighbors
- K Means Clustering
- Decision Trees
- Random Forests
- Data Mining Twitter
- Neural Nets and Deep Learning
- Support Vectore Machines
- and much, much more!
Enroll in the course and become a data scientist today!
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14Introduction to R BasicsVideo lesson
Introduction to R Basics Section
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15Arithmetic in RVideo lesson
Learn how to use R as a calculator!
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16VariablesVideo lesson
Learn how to use Variables in R!
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17R Basic Data TypesVideo lesson
Learn about R Data Types
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18Vector BasicsVideo lesson
Learn about Vectors in R!
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19Vector OperationsVideo lesson
Learn about Vector Operations!
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20Comparison OperatorsVideo lesson
Learn about Comparison Operators
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21Vector Indexing and SlicingVideo lesson
Learn how to index and slice data from vectors!
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22Getting Help with R and RStudioVideo lesson
Learn how to get help from within R and RStudio!
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23R Basics Training ExerciseVideo lesson
Overview of Training Exercise
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24R Basics Training Exercise - Solutions WalkthroughVideo lesson
Solutions to Training Exercise
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25Introduction to R MatricesVideo lesson
Introduction to R Matrices!
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26Creating a MatrixVideo lesson
Learn how to create a matrix in R!
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27Matrix ArithmeticVideo lesson
Learn about Matrix Arithmetic!
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28Matrix OperationsVideo lesson
Learn about Matrix Operations in R!
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29Matrix Selection and IndexingVideo lesson
Learn how to grab data from a Matrix!
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30Factor and Categorical MatricesVideo lesson
Learn about Factor and Categorical Matrices!
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31Matrix Training ExerciseVideo lesson
Overview of Training Exercise
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32Matrix Training Exercises - Solutions WalkthroughVideo lesson
Solutions to the Training Exercise
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33Introduction to R Data FramesVideo lesson
Introduction to R Data Frames!
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34Data Frame BasicsVideo lesson
Learn the Basics of Data Frames in R!
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35Data Frame Indexing and SelectionVideo lesson
Learn how to grab data from a Data Frame in R!
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36Overview of Data Frame Operations - Part 1Video lesson
Get an overview of the variety of operations you can use on a Data Frame in R!
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37Overview of Data Frame Operations - Part 2Video lesson
Get an overview of the variety of operations you can use on a Data Frame in R!
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38Data Frame Training ExerciseVideo lesson
Overview of Training Exercise
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39Data Frame Training Exercises - Solutions WalkthroughVideo lesson
Solutions to the Training Exercise
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41Introduction to Data Input and Output with RVideo lesson
Learn how to input and export data in R!
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42CSV Files with RVideo lesson
Learn how to work with CSV files in R!
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43Note on R with Excel DownloadText lesson
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44Excel Files with RVideo lesson
Learn how to work with Excel Files in R!
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45SQL with RVideo lesson
Learn about your various options for SQL and R!
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46Web Scraping with RVideo lesson
Learn about rvest and webscraping with R!
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47Introduction to Programming BasicsVideo lesson
Intro to Programming Basics
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48Logical OperatorsVideo lesson
Learn about Logical Operators!
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49if, else, and else if StatementsVideo lesson
Learn about if, else, and else if Statements in R!
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50Conditional Statements Training ExerciseVideo lesson
Overview of Training Exercise
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51Conditional Statements Training Exercise - Solutions WalkthroughVideo lesson
Solutions to the Training Exercise
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52While LoopsVideo lesson
Learn about While Loops in R!
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53For LoopsVideo lesson
Learn about For Loops in R!
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54FunctionsVideo lesson
Learn how to create functions in R!
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55Functions Training ExerciseVideo lesson
Test your functions knowledge!
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56Functions Training Exercise - SolutionsVideo lesson
Solutions to the Training Exercise
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57Introduction to Advanced R ProgrammingVideo lesson
Intro to Advanced R Programming Section!
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58Built-in R FeaturesVideo lesson
Learn about Built-in R Features!
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59ApplyVideo lesson
Learn how to use the Apply family of functions in R!
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60Math Functions with RVideo lesson
Learn about various Math Functions in R!
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61Regular ExpressionsVideo lesson
Learn about Regular Expressions and Pattern Recognition in R!
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62Dates and TimestampsVideo lesson
Learn about Dates and Timestamps in R!
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63Data Manipulation OverviewVideo lesson
Overview of Dplyr and Tidyr
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64Guide to Using DplyrVideo lesson
Get a guide to using Dplyr in R
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65Guide to Using Dplyr - Part 2Video lesson
Part 2 of Guide to using Dplyr in R!
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66Pipe OperatorVideo lesson
Pipe Operator
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67Quick note on Dpylr exerciseText lesson
Quick note
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68Dplyr Training ExerciseVideo lesson
Overview of Training Exercise
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69Dplyr Training Exercise - Solutions WalkthroughVideo lesson
Solutions to the Training Exercise
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70Guide to Using TidyrVideo lesson
Guide to using Tidyr in R!
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71Overview of ggplot2Video lesson
Learn about Data Visualization in R with ggplot2!
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72HistogramsVideo lesson
Learn about Data Visualization in R with ggplot2!
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73ScatterplotsVideo lesson
Learn about Data Visualization in R with ggplot2!
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74BarplotsVideo lesson
Learn about Data Visualization in R with ggplot2!
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75BoxplotsVideo lesson
Learn about Data Visualization in R with ggplot2!
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762 Variable PlottingVideo lesson
Learn about Data Visualization in R with ggplot2!
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77Coordinates and FacetingVideo lesson
Learn about Data Visualization in R with ggplot2!
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78ThemesVideo lesson
Learn about Data Visualization in R with ggplot2!
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79ggplot2 ExercisesVideo lesson
Intro to exercises for ggplot2!
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80ggplot2 Exercise SolutionsVideo lesson
Walkthrough for the Solutions to the ggplot2 Exercise Questions!
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81Data Visualization ProjectVideo lesson
Intro to Data Viz Project!
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82Data Visualization Project - Solutions Walkthrough - Part 1Video lesson
Walkthrough for Data Visualization Project Solutions!
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83Data Visualization Project Solutions Walkthrough - Part 2Video lesson
Part 2 of Data Visualization Project Walkthrough