Data Science and Machine Learning Bootcamp with R
About Course
This **free** Data Science and Machine Learning Bootcamp with R course from Udemy will teach you how to become a data scientist. 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. This comprehensive course covers everything from programming with R to advanced machine learning techniques, including linear regression, k nearest neighbors, k means clustering, decision trees, random forests, neural nets, deep learning, and support vector machines. It’s perfect for beginners with no programming experience or experienced developers looking to make the jump to data science. Enroll today and start your journey to becoming a data scientist.
This course includes:
- Over 100 HD video lectures
- Detailed code notebooks for every lecture
- 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
Get started with this **free** course today! You can find this and other top-rated courses on Theetay from platforms like Udemy, Udacity, Coursera, MasterClass, NearPeer, and more.
Course Content
Course Introduction
-
A Message from the Professor
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Introduction to Course
02:34 -
Course Curriculum
02:02 -
What is Data Science
03:50
Windows Installation Set-Up
Mac OS Installation Set-Up
Development Environment Overview
Introduction to R Basics
R Matrices
R Data Frames
R Lists
Data Input and Output with R
R Programming Basics
Advanced R Programming
Data Manipulation with R
Data Visualization with R
Data Visualization Project
Interactive Visualizations with Plotly
Capstone Data Project
Introduction to Machine Learning with R
Machine Learning with R – Linear Regression
Machine Learning Project – Linear Regression
Machine Learning with R – Logistic Regression
Machine Learning Project – Logistic Regression
Machine Learning with R – K Nearest Neighbors
Machine Learning Project – K Nearest Neighbors
Machine Learning with R – Decision Trees and Random Forests
Machine Learning Project – Decision Trees and Random Forests
Machine Learning with R – Support Vector Machines
Machine Learning Project – Support Vector Machines
Machine Learning with R – K-means Clustering
Machine Learning Project – K-means Clustering
Machine Learning with R – Natural Language Processing
Machine Learning with R – Neural Nets
Machine Learning Project – Neural Nets
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