Decision Trees Courses and Certifications

Coursera

Build & Evaluate Decision Trees for ML

Master decision tree algorithms in Java using Weka and Smile libraries. Build, tune, and evaluate models with entropy, Gini index, and cross-validation techniques for real-world ML applications.

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

Decision trees and dealing with uncertainty

3 ratings at OpenLearn

This free course introduces basic ideas of probability. It focuses on dealing with uncertainty in a financial context and explores decision trees, a powerful decision-making technique, which can ...

• OpenLearn
• 5 hours
• On-Demand
• Free Certificate

The Analytics Edge

80 reviews

Through inspiring examples and stories, discover the power of data and use analytics to provide an edge to your career and your life.

• edX
• 13 weeks, 10-15 hours a week
• On-Demand
• Free Online Course (Audit)

• Best of All Time

Machine Learning and AI Foundations: Decision Trees with KNIME

71 ratings at LinkedIn Learning

Expand your data science skills and establish a strong foundation in codeless machine learning.

• LinkedIn Learning
• 2 hours
• On-Demand
• Free Trial Available

Decoding Decision Modeling

Elevate decision-making skills with Decision Models, analysis methods, risk management, and optimization techniques.

• DataCamp
• 1 hour
• On-Demand
• Free Trial Available

Powerful toolkit for smarter decisions. Build, optimize, and evaluate decision models, avoid bias, and apply analytical thinking to real problems.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Serrano.Academy

Decision Trees - A Friendly Introduction

Learn to build and train decision trees through a simple example, exploring key concepts like data splitting, overfitting prevention, and alternative evaluation metrics.

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

Shaw Talebi

Introduction to Decision Trees - Gini Impurity and Python Code

Learn decision tree fundamentals, including Gini impurity and Python implementation, through a beginner-friendly introduction with concrete examples and code for sepsis survival prediction.

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

Shaw Talebi

Dimensionality Reduction and Segmentation with Decision Trees - Python Code

Explore advanced decision tree applications for dimensionality reduction and predictor segmentation, with Python code examples for breast cancer detection and sepsis risk analysis.

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

Neuro Symbolic

Decision Trees in Neuro-Symbolic AI

Master decision tree algorithms for effective data classification and prediction in machine learning applications.

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

UofU Data Science

Decision Trees and Overfitting in Machine Learning - Lecture 6

Dive into advanced concepts of decision trees, focusing on overfitting challenges and practical solutions for building more robust machine learning models.

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

UofU Data Science

Decision Trees in Machine Learning: Practical Concerns and Overfitting - Lecture 5

Delve into practical aspects of decision tree learning, exploring implementation challenges and understanding how to address overfitting in machine learning models.

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

UofU Data Science

Learning Decision Trees Using ID3 Heuristic - Lecture 4

Master the ID3 heuristic algorithm for decision tree learning through practical examples and hands-on application with real datasets, focusing on fundamental concepts and implementation techniques.

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

UofU Data Science

Introduction to Decision Trees in Machine Learning - Lecture 3

Explore the fundamentals of decision trees in machine learning, understanding their structure, functionality, and representational capabilities in data-driven decision making.

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

UofU Data Science

Decision Trees and Overfitting in Machine Learning - Lecture 5

Dive into practical aspects of decision tree learning, exploring overfitting challenges and essential implementation considerations in machine learning applications.

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