Name: Machine Learning with Tree-Based Models in Python
Brand: Datacamp
SKU: 2010799

Course description

In this course, you'll learn how to use tree-based models and ensembles for regression and classification using scikit-learn.

Upcoming start dates

1 start date available

Start Anytime!

Self-paced Online
Online
English

Inquire

Training content

Decision trees are supervised learning models used for problems involving classification and regression. Tree models present a high flexibility that comes at a price: on one hand, trees are able to capture complex non-linear relationships; on the other hand, they are prone to memorizing the noise present in a dataset. By aggregating the predictions of trees that are trained differently, ensemble methods take advantage of the flexibility of trees while reducing their tendency to memorize noise. Ensemble methods are used across a variety of fields and have a proven track record of winning many machine learning competitions.
In this course, you'll learn how to use Python to train decision trees and tree-based models with the user-friendly scikit-learn machine learning library. You'll understand the advantages and shortcomings of trees and demonstrate how ensembling can alleviate these shortcomings, all while practicing on real-world datasets. Finally, you'll also understand how to tune the most influential hyperparameters in order to get the most out of your models.

Quick stats about Datacamp?

More than 14 Million learners worldwide

80% of the Fortune 1000 use DataCamp

Contact this provider

Contact course provider

Fill out your details to find out more about Machine Learning with Tree-Based Models in Python.

Contact the provider

Get more information

Country *

Please recommend similar options

I accept the: Terms and Conditions & Privacy Policy

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

Datacamp

Data Science Central UK Limited, 25 Luke Street

EC2A 4EE London

+34000000000

Datacamp

DataCamp offers a comprehensive platform for learning data skills, specializing in training individuals and teams in data science, analytics, and AI. With a focus on interactive, hands-on learning, DataCamp provides courses across key programming languages such as Python, R, SQL,...

Ads

Machine Learning with Tree-Based Models in Python

Course description

Upcoming start dates

Start Anytime!

Upcoming start dates

Training content

Quick stats about Datacamp?

Contact this provider

Contact course provider

Datacamp

You may also like...

Machine Learning with Python

Advanced Techniques in Predictive AI Modeling with Python and Cursor

Data Science with Python - eLearning (Python basic course included!)

Applied Python for Data Science

Foundations of Predictive AI with Python and Cursor

Python for Finance

Complete Gemini API Bundle with Python, UE5, Unity and Godot

Python Training Certification - eLearning

Trading Strategies using Python