Course
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Machine Learning with Python
Advanced Regression
Learn about more advanced methods for applying regression models. The course starts with nonparametric forms of regression such as decision tree regression, k-nearest neighbors regression, and support vector regression. The course then finishes by covering logistic regression.
2 HOURS
Advanced
8 Lessons
CPE/CPD & NASBA ACREDITED
Learning Outcomes
Understand the difference between parametric and nonparametric regression
Understand when nonparametric regression can be useful
Learn how to train decision tree, k nearest neighbor, and support vector regression
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What’s Included
8 Lessons
Course Introduction
3 MINS
LESSON
Course Introduction
Exercise
In this lesson, we get a preview of the course ahead.
Understanding Nonparametric Regression
5 MINS
LESSON
Understanding Nonparametric Regression
Exercise
In this lesson, we'll learn what nonparametric regression is by comparing it to parametric regression models such as simple linear regression.
Applying Decision Tree Regression
5 MINS
LESSON
Applying Decision Tree Regression
Exercise
In this lesson, we'll apply decision tree regression which is a type of nonparametric regression model.
Applying K-nearest Neighbors Regression
6 MINS
LESSON
Applying K-nearest Neighbors Regression
Exercise
In this lesson, we'll apply k-nearest neighbor regression which is a type of nonparametric regression model.
Applying Support Vector Regression
5 MINS
LESSON
Applying Support Vector Regression
Exercise
In this lesson, we'll apply support vector regression which is a type of nonparametric regression model.
Understanding Logistic Regression
4 MINS
LESSON
Understanding Logistic Regression
Exercise
In this lesson, we'll learn about logistic regression and why it's used to predict binary response features.
Checking Assumptions of Logistic Regression
8 MINS
LESSON
Checking Assumptions of Logistic Regression
Exercise
In this lesson, we'll learn about the assumptions of logistic regression.
Applying Logistic Regression
6 MINS
LESSON
Applying Logistic Regression
Exercise
In this lesson, we'll apply logistic regression in Python.
LESSON
Exercise
LESSON
Exercise
LESSON
Exercise
LESSON
Exercise
Certifications
Earn a certificate with every exam you complete. All successful course completions are recognized by CPD, CPE, and NASBA. As your team gains confidence, skill, and speed, your firm becomes more competitive.
Earn cPE / CPD Credits
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