Decision Trees Courses and Certifications

UofU Data Science

Decision Trees and the ID3 Heuristic in Machine Learning - Lecture 4

Delve into decision tree construction using the ID3 heuristic algorithm through practical examples and step-by-step implementation for machine learning applications.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

UofU Data Science

Decision Trees and ID3 Learning Algorithm - Lecture 3

Dive into decision trees and the ID3 heuristic algorithm, exploring key concepts, data representation, and practical applications in machine learning classification problems.

• YouTube
• 48 minutes
• On-Demand
• Free Video

HUJI Machine Learning Club

Coresets and Decision Trees for Machine Learning Optimization

Discover how coresets can optimize decision tree algorithms, boost computation speed by 10x, and maintain accuracy in machine learning applications through geometric partitioning techniques.

• YouTube
• 59 minutes
• On-Demand
• Free Video

UofU Data Science

Decision Trees: Building and Learning with ID3 Heuristic - Lecture 3

Dive into the fundamentals of decision trees and master the ID3 heuristic algorithm, understanding key concepts and practical applications in machine learning.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

Statistical Learning with R

28 reviews

Learn some of the main tools used in statistical modeling and data science. We cover both traditional as well as exciting new methods, and how to use them in R. Course material updated in 2021 for second edition of the course textbook.

• edX
• 11 weeks, 3-5 hours a week
• On-Demand
• Free Online Course (Audit)

Dairy Economics: Maximizing Profits through Milk Quality

Discover the economic impact of mastitis in dairy operations through immune response analysis, diagnostic tools, and strategic decision-making for profitable milk production.

• Coursera
• 8 hours 20 minutes
• On-Demand
• Paid Course

NPTEL;  IIT Kharagpur

Data Mining

39 reviews

Comprehensive exploration of data mining techniques, covering preprocessing, association rules, classification methods, and clustering algorithms for extracting valuable insights from datasets.

• YouTube
• 16 hours
• On-Demand
• Free Video

Decision Trees, Random Forests, AdaBoost & XGBoost in Python

1039 ratings at Udemy

Decision Trees and Ensembling techniques in Python. How to run Bagging, Random Forest, GBM, AdaBoost & XGBoost in Python

• Udemy
• 7 hours 20 minutes
• On-Demand
• Paid Course

Coursera

Grow Trees & Powerful Ensembles

Master advanced tree-based modeling with CART construction, ensemble methods (bagging, boosting, stacking), and production deployment assessment using scikit-learn and XGBoost.

• Coursera
• 4 hours 5 minutes
• On-Demand
• Paid Course

Decision Trees, Random Forests, Bagging & XGBoost: R Studio

242 ratings at Udemy

Decision Trees and Ensembling techinques in R studio. Bagging, Random Forest, GBM, AdaBoost & XGBoost in R programming

• Udemy
• 5 hours 56 minutes
• On-Demand
• Paid Course

XGBoost & Random Forest: Decision Trees + Boosting in R

53 ratings at Udemy

XGBoost, Random Forest, Decision Trees, Gradient Boosting, ROC Curve/AUC, Machine Learning in R (RStudio), rpart, party

• Udemy
• 5 hours 58 minutes
• On-Demand
• Paid Course

CertNexus

Build Decision Trees, SVMs, and Artificial Neural Networks

14 ratings at Coursera

Learn to build decision trees, SVMs, and neural networks for machine learning and deep learning. Gain practical skills in constructing models to solve regression, classification, computer vision, and natural language processing problems.

• Coursera
• 21 hours 54 minutes
• On-Demand
• Paid Course

EDUCBA

Master Decision Trees in R: Build, Predict & Evaluate

Discover how to build, interpret, and evaluate decision tree models in R for classification and regression using real-world datasets like bank loans and diabetes outcomes.

• Coursera
• 8 hours 8 minutes
• On-Demand
• Paid Course

Operations Analytics

6 reviews

Learn to transform data into profitable decisions using analytics. Model uncertainties, predict outcomes, and choose optimal actions in various business settings using quantitative methods and software.

• Coursera
• 12 hours 19 minutes
• On-Demand
• Paid Course

Machine Learning with Python: Decision Trees

383 ratings at LinkedIn Learning

Learn how to build decision trees in Python to measure impurity within a partition and improve outcomes on machine learning projects.

• LinkedIn Learning
• 1 hour 14 minutes
• On-Demand
• Free Trial Available