Machine Learning A-Z: Support Vector Machine with Python ©
Learn machine learning and support vector machine from scratch
Updated on Jun, 2025
Language - English
Development ,Data Science,Python
Lectures -68
Duration -11 hours
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Course Description
This course is designed for both beginners with some programming experience or even those who know nothing about ML and SVM.
This course is for someone who is curious to learn the math behind SVM since this course contains an optional part for mathematics as well.
It is also for someone who wants to learn logistic regression from zero to hero; for someone who is an absolute beginner and has very little idea of machine learning.
Goals
- Learn the basics of machine learning
- Learn the basics of discriminative learning
- Learn the basics of linear discriminants
- Learn the basics of Support Vector Machine (SVM)
- Learn the basics of the sparsity of SVM and comparison with logistic regression
- Learn how to implement SVM on any dataset
- Learn the math behind SVM
Prerequisites
- This course is designed for both beginners with some programming experience or even those who know nothing about ML and SVM.
Curriculum
Check out the detailed breakdown of what’s inside the course
Introduction to Course
4 Lectures
-
Introduction to Course
05:00
05:00
-
Why Machine Learning
10:21
10:21
-
Why Support Vector Machine
06:18
06:18
-
Course Overview
05:47
05:47
Introduction to Machine Learning
17 Lectures
Introduction to Python
16 Lectures
GridWorld Example
25 Lectures
Optional SVM Section
6 Lectures
Instructor Details
Packt Publishing
Packt are an established, trusted, and innovative global technical learning publisher, founded in Birmingham, UK with over eighteen years experience delivering rich premium content from ground-breaking authors and lecturers on a wide range of emerging and established technologies for professional development.
Packt’s purpose is to help technology professionals advance their knowledge and support the growth of new technologies by publishing vital user focused knowledge-based content faster than any other tech publisher, with a growing library of over 9,000 titles, in book, e-book, audio and video learning formats, our multimedia content is valued as a vital learning tool and offers exceptional support for the development of technology knowledge.
We publish on topics that are at the very cutting edge of technology, helping IT professionals learn about the newest tools and frameworks in a way that suits them.
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