Decision tree courses can help you learn how to create, interpret, and optimize decision trees for data analysis, classification, and regression tasks. You can build skills in feature selection, model evaluation, and understanding overfitting versus underfitting. Many courses introduce tools like Python's scikit-learn, R's rpart, and various visualization software, that support implementing decision trees and analyzing their performance in real-world datasets.

University of Illinois Urbana-Champaign
Skills you'll gain: Team Management, Team Building, Team Leadership, Supervision, Team Performance Management, Team Collaboration, Conflict Management, Cooperation, Leadership, People Management, Influencing, Strategic Decision-Making, Behavior Management, Persuasive Communication, Decision Making, Communication, Communication Strategies, Culture
Beginner · Course · 1 - 3 Months

Skills you'll gain: Data Storytelling, Data Visualization Software, Dashboard Creation, Dashboard, Data Analysis Software, Data Analysis, Advanced Analytics, Interactive Data Visualization, Data Manipulation, Data Presentation, Data Transformation, Data Sharing, Embeddings
Advanced · Course · 1 - 4 Weeks

Imperial College London
Skills you'll gain: Run Chart, Qualitative Research, Continuous Quality Improvement (CQI), Data Quality, Quantitative Research, Data Collection, Data-Driven Decision-Making, Statistical Methods, Data Analysis, Systems Of Measurement, Time Series Analysis and Forecasting
Beginner · Course · 1 - 4 Weeks

University of Washington
Skills you'll gain: Feature Engineering, Model Evaluation, Data Analysis, Model Training, Predictive Modeling, Data Wrangling, Statistical Modeling, Statistics, Data Science, Data-Driven Decision-Making, Data Preprocessing, Predictive Analytics, Data Collection, Applied Machine Learning, R Programming, Data Pipelines, Research, Supervised Learning, Technical Communication, Python Programming
Mixed · Course · 1 - 3 Months

Cleveland Clinic
Skills you'll gain: Machine Learning Methods, Machine Learning, Model Optimization, Machine Learning Algorithms, Healthcare Industry Knowledge, Health Informatics, Applied Machine Learning, Model Training, Health Care, Supervised Learning, Clinical Experience, Health Technology, Artificial Intelligence, Reinforcement Learning, Data-Driven Decision-Making, Data Science
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Manufacturing Operations, Production Management, Production Planning, Production Process, Operations Management, Production Schedule, Operations, Inventory Management, Business Operations, Inventory Control, Quality Control, Materials Management, Scheduling, Production Line, Inventory Management System, Inventory and Warehousing, Operational Efficiency, Lean Manufacturing, Quality Monitoring, Material Requirements Planning
Mixed · Course · 1 - 3 Months

Yale University
Skills you'll gain: Resourcefulness, Personal Development, Goal Setting, Decision Making, Relationship Building
Beginner · Course · 1 - 3 Months

Skills you'll gain: Advanced Analytics, Budget Management, Hotel And Restaurant Management, Hospitality Management, Budgeting, Financial Forecasting, Hospitality, Variance Analysis, Forecasting, Hotel Operations, Operating Budget, Corporate Sustainability, Revenue Management, Sustainable Business, Financial Analysis, Performance Analysis, Sustainability Reporting, Analysis, Performance Metric, Strategic Decision-Making
Beginner · Course · 1 - 3 Months

Skills you'll gain: Ggplot2, Model Evaluation, Plot (Graphics), Regression Analysis, Predictive Analytics, Predictive Modeling, Statistical Visualization, Data-Driven Decision-Making, Statistical Modeling, R Programming, Descriptive Statistics, R (Software), Exploratory Data Analysis, Descriptive Analytics, Statistical Analysis, Data Analysis
Intermediate · Guided Project · Less Than 2 Hours

Skills you'll gain: Kaizen Methodology, Process Optimization, Pareto Chart, Operational Efficiency, Project Management, Project Scoping
Beginner · Course · 1 - 3 Months

Coursera
Skills you'll gain: IT Management, Project Risk Management, Risk Management, Risk Analysis, Project Management, AI literacy, Internal Communications, Responsible AI, Generative AI, Case Studies, Innovation, Data-Driven Decision-Making, Decision Making
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Structures, Development Environment, Program Development, C++ (Programming Language), Debugging, Programming Principles, Computer Programming Tools, Computer Programming, Data Management, Computational Logic
Beginner · Course · 1 - 4 Weeks