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This Support Vector Machine in R tutorial video will help you understand what Support Vector Machines are, and the basics of the SVM kernel. You will look at a use case to learn SVM Algorithm with an example where we will classify horses and mules from a given data set using the SVM algorithm.
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Below topics are explained in this "Support Vector Machine in R" video:
00:00 - 00:42 Agenda for SVM tutorial
00:42 - 01:14 What is Machine Learning?
01:14 - 03:15 Machine Learning algorithms
03:15 - 03:59 Supervised Learning - Classification
03:59 - 04:30 What is a support vector machine?
04:30 - 11:03 Understanding support vector machine in R
11:03 - 13:17 Understanding SVM kernel
13:17 - 21:02 Use case: Classifying horses and mules
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Support Vector Machine Article: https://bit.ly/3fc11Q1
You can also go through the Slides here: https://goo.gl/w72XBR
#SVMinR #SupportVectorMachineinR #SupportVectorMachines #DataScienceWithR #DataScienceCourse #DataScience #Simplilearn
What are Support Vector Machines?
Support Vector Machines are powerful supervised learning algorithms for both classification and regression. It is a discriminative classifier that is formally defined by a separating hyperplane. So given labelled training data, the algorithm outputs an optimal hyperplane that categorizes new examples.
Watch more videos on Data Science: https://www.youtube.com/watch?v=0gf5iLTbiQM&list=PLEiEAq2VkUUIEQ7ENKU5Gv0HpRDtOphC6
️ About Caltech Post Graduate Program In Data Science
This Post Graduation in Data Science leverages the superiority of Caltech's academic eminence. The Data Science program covers critical Data Science topics like Python programming, R programming, Machine Learning, Deep Learning, and Data Visualization tools through an interactive learning model with live sessions by global practitioners and practical labs.
Key Features
- Simplilearn's JobAssist helps you get noticed by top hiring companies
- Caltech PG program in Data Science completion certificate
- Earn up to 14 CEUs from Caltech CTME
- Masterclasses delivered by distinguished Caltech faculty and IBM experts
- Caltech CTME Circle membership
- Online convocation by Caltech CTME Program Director
- IBM certificates for IBM courses
- Access to hackathons and Ask Me Anything sessions from IBM
- 25+ hands-on projects from the likes of Amazon, Walmart, Uber, and many more
- Seamless access to integrated labs
- Capstone projects in 3 domains
- Simplilearn’s Career Assistance to help you get noticed by top hiring companies
- 8X higher interaction in live online classes by industry experts
Skills Covered
- Exploratory Data Analysis
- Descriptive Statistics
- Inferential Statistics
- Model Building and Fine Tuning
- Supervised and Unsupervised Learning
- Ensemble Learning
- Deep Learning
- Data Visualization
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