SVM Algorithm Explained | Support Vector Machine Tutorial Using R | Edureka
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The document focuses on data science certification training, particularly introducing machine learning and support vector machines (SVM). It covers various types of machine learning, the functioning of SVM, and non-linear SVM for complex data separation. Additionally, it presents practical use cases, including colon cancer classification and heart disease prediction, along with hands-on demo links.
SVM Algorithm Explained | Support Vector Machine Tutorial Using R | Edureka
- 2. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Agenda Introduction to Machine Learning What Is SVM? How does SVM work? Non-Linear SVM SVM Use case Demo 01 02 03 04 05 06
- 3. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Introduction To Machine Learning
- 4. Machine learning is a subset of artificial intelligence (AI) which provides machines the ability to learn automatically & improve from experience without being explicitly programmed. What Is Machine Learning? Continuously feed data
- 5. Machine learning is a subset of artificial intelligence (AI) which provides machines the ability to learn automatically & improve from experience without being explicitly programmed. What Is Machine Learning? Continuously feed data Predicted output
- 6. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Types Of Machine Learning
- 7. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Types Of Machine Learning Reinforcement LearningSupervised Learning Unsupervised Learning
- 8. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is SVM?
- 9. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is SVM? Support Vector Machine (SVM) is a supervised classification method that separates data using hyperplanes. Supervised machine learning algorithm Classification & Regression algorithm SVM kernel functions
- 10. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science How Does SVM Work?
- 11. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science How Does SVM Work? Support Vector Machine (SVM) is a supervised classification method that separates data using hyperplanes.
- 12. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science How Does SVM Work? Support Vector Machine (SVM) is a supervised classification method that separates data using hyperplanes.
- 13. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science How Does SVM Work? Support Vector Machine (SVM) is a supervised classification method that separates data using hyperplanes.
- 14. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science How Does SVM Work? Margin Hyperplane Support Vectors Support Vector Machine (SVM) is a supervised classification method that separates data using hyperplanes.
- 15. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science How Does SVM Work? Support Vector Machine (SVM) is a supervised classification method that separates data using hyperplanes.
- 16. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science How Does SVM Work? Support Vector Machine (SVM) is a supervised classification method that separates data using hyperplanes.
- 17. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science So far so good…
- 18. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Introduction to Non-Linear SVM
- 19. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Non-Linear SVM How do I separate this data? Non-linear SVM is used when the data can’t be separated using a straight line
- 20. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Non-Linear SVM How do I separate this data? Non-linear SVM is used when the data can’t be separated using a straight line
- 21. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Non-Linear SVM Now I can easily classify the data
- 22. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science SVM Use Case
- 23. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science SVM – Colon Cancer Classification A collection of transmembrane protein samples SVM dataset containing 50-200 samples 40 colon cancer tumours 22 normal colon samples
- 24. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Problem Statement SVM dataset with 50-200 gene samples 40 colon cancer tumours 22 normal colon samples To classify gene samples based on whether they are cancerous or not
- 25. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science SVM – Colon Cancer Classification SVM Algorithm Gene samples Colon cancer tumours Normal colon tissues
- 26. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Hands – On YouTube Video Link in the Description
- 27. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Demo SVM algorithm Problem Statement: To Study a heart disease dataset and to model a classifier for predicting whether a patient is suffering from any heart disease or not Patient suffering from heart disease No heart disease predicted
- 28. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science WebDriver vs. IDE vs. RC ➢ Data Warehouse is like a relational database designed for analytical needs. ➢ It functions on the basis of OLAP (Online Analytical Processing). ➢ It is a central location where consolidated data from multiple locations (databases) are stored.