Download Careers360 App
    • Home
    • Udemy
    • Courses
    • Machine Learning and Artificial Intelligence Support Vector Machines in Python

    Machine Learning and AI: Support Vector Machines in Python

    BY
    Udemy

    Brochure Enquire
    Mode

    Online

    Fees

    ₹ 599 3099

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 599  ₹3,099
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Welcome

    • Introduction
    • Course Objectives
    • Course Outline
    • Where to get the code and data

    Beginner's Corner

    • Beginner's Corner: Section Introduction
    • Image Classification with SVMs
    • Spam Detection with SVMs
    • Medical Diagnosis with SVMs
    • Regression with SVMs
    • Cross-Validation
    • How do you get the data? How do you process the data?
    • Suggestion Box

    Review of Linear Classifiers

    • Basic Geometry
    • Normal Vectors
    • Logistic Regression Review
    • Loss Function and Regularization
    • Prediction Confidence
    • Nonlinear Problems
    • Linear Classifiers Section Conclusion

    Linear SVM

    • Linear SVM Section Introduction and Outline
    • Linear SVM Problem Setup and Definitions
    • Margins
    • Linear SVM Objective
    • Linear and Quadratic Programming
    • Slack Variables
    • Hinge Loss (and its Relationship to Logistic Regression)
    • Linear SVM with Gradient Descent
    • Linear SVM with Gradient Descent (Code)
    • Linear SVM Section Summary

    Duality

    • Duality Section Introduction
    • Duality and Lagrangians (part 1)
    • Lagrangian Duality (part 2)
    • Relationship to Linear Programming
    • Predictions and Support Vectors
    • Why Transform Primal to Dual?
    • Duality Section Conclusion

    Kernel Methods

    • Kernel Methods Section Introduction
    • The Kernel Trick
    • Polynomial Kernel
    • Gaussian Kernel
    • Using the Gaussian Kernel
    • Why does the Gaussian Kernel correspond to infinite-dimensional features?
    • Other Kernels
    • Mercer's Condition
    • Kernel Methods Section Summary

    Implementations and Extensions

    • Dual with Slack Variables
    • Simple Approaches to Implementation
    • SVM with Projected Gradient Descent Code
    • Kernel SVM Gradient Descent with Primal (Theory)
    • Kernel SVM Gradient Descent with Primal (Code)
    • SMO (Sequential Minimal Optimization)
    • Support Vector Regression
    • Multiclass Classification

    Neural Networks (Beginner's Corner 2)

    • Neural Networks Section Introduction
    • RBF Networks
    • RBF Approximations
    • What Happened to Infinite Dimensionality?
    • Build Your Own RBF Network
    • Relationship to Deep Learning Neural Networks
    • Neural Network-SVM Mashup
    • Neural Networks Section Conclusion

    Setting Up Your Environment (FAQ by Student Request)

    • Anaconda Environment Setup
    • How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow

    Extra Help With Python Coding for Beginners (FAQ by Student Request)

    • How to Code by Yourself (part 1)
    • How to Code by Yourself (part 2)
    • Proof that using Jupyter Notebook is the same as not using it
    • Python 2 vs Python 3

    Effective Learning Strategies for Machine Learning (FAQ by Student Request)

    • How to Succeed in this Course (Long Version)
    • Is this for Beginners or Experts? Academic or Practical? Fast or slow-paced?
    • Machine Learning and AI Prerequisite Roadmap (pt 1)
    • Machine Learning and AI Prerequisite Roadmap (pt 2)

    Appendix / FAQ Finale

    • What is the Appendix?
    • BONUS Lecture

    Trending Courses

    Digital Marketing Courses Fashion Design Courses Data Science Courses Interior Design Courses Graphic Designing Courses Cyber Security Courses Nursing Courses Tally Courses Data Analysis Courses Web Designing Courses Artificial Intelligence Courses Ethical Hacking Courses Free Digital Marketing Courses And certifications Free Artificial Intelligence Courses And Certifications Free Data Analysis Courses And Certifications Free Cyber Security Courses And Certifications Free Data Science Courses And Certifications Free Cloud Computing Courses And Certifications Free Python Courses And Certifications Free Fashion And Textiles Courses And Certifications Free Graphic Designing Courses And Certifications Free Web Designing Courses And Certifications

    Popular Courses

    General Management Courses Public Health Courses Teaching and Education Courses Financial Management Courses Web Development Courses Mathematics Courses Data Science Courses Programming Courses Cyber Security Courses Digital Marketing Courses Law Courses Mechanical Engineering Courses Explore all courses

    Popular Platforms

    upGrad Courses Udemy Courses Edx Courses Swayam Courses Coursera Courses NPTEL Courses Futurelearn Courses Mindmajix Technologies Courses Vskills Courses IIT Kharagpur Courses IIT Kanpur Courses Emeritus Courses Explore all platforms

    Learn more about the Courses

    10 Reasons to Enrol Yourself in a Digital Marketing Course 8 Must-Have Skills for AWS Cloud Architects Planning to Upskill Yourself? Enrol for a Program in Data Science 25+ Tips for Improving Your Graphic Design Skills Top Universities in India Offering Cyber Security Courses 15+ Courses for Learning Data Mining How to Make a Career in the Field of Artificial Intelligence Top 10 Benefits Of Holding A Certification In Business Intelligence Which are the best certification courses for Photography in India A Beginner's Guide to Pursue Python Programming Want to Pursue a Career in Blockchain Technology? Here is all that you need to Know How Entrepreneurs Can Use Machine Learning to Make their Business Successful? The Scope of Artificial Intelligence in India Top 10 Online Courses for Travel Lovers 10 Best Certification Courses After Hospital and Healthcare Management
    Providers
    Close
    Download Careers360 App
    All this at the convenience of your phone

    • Regular Exam Updates

    • Best College Recommendations

    • College & Rank predictors

    • Detailed Books and Sample Papers

    • Question and Answers

    google play
    students
    400M+ Students
    Colleges
    36K+ Colleges
    Exams
    500+ Exams
    eBooks
    3K+ eBooks
    Certification
    16K+ Certifications
    mobile