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.

Skills you'll gain: Exploratory Data Analysis, Classification And Regression Tree (CART), Predictive Modeling, Data Analysis, Regression Analysis, Supervised Learning, Machine Learning Algorithms, Statistical Machine Learning, Feature Engineering, Data Cleansing, Bayesian Network, Performance Tuning
Intermediate · Course · 1 - 3 Months

University of California San Diego
Skills you'll gain: Supervised Learning, Feature Engineering, Predictive Modeling, Predictive Analytics, Data Manipulation, Applied Machine Learning, Design Thinking, Machine Learning Algorithms, Scikit Learn (Machine Learning Library), Data Science, Data Cleansing, Classification And Regression Tree (CART), Regression Analysis, Tensorflow, Statistical Methods, Deep Learning
Intermediate · Course · 1 - 3 Months
University of California, Irvine
Skills you'll gain: Blockchain, Cryptography, Data Integrity, Encryption, FinTech, Network Security, Transaction Processing, Data Structures, Emerging Technologies
Beginner · Course · 1 - 4 Weeks

University of Colorado System
Skills you'll gain: Data Governance, Health Informatics, Machine Learning Algorithms, Analytics, Advanced Analytics, Data-Driven Decision-Making, Artificial Intelligence, Artificial Intelligence and Machine Learning (AI/ML), Health Information Management, Decision Support Systems, Business Analytics, Predictive Analytics, Applied Machine Learning, Health Technology, Machine Learning, Data Integration, Digital Transformation, Real Time Data, Artificial Neural Networks
Beginner · Course · 1 - 4 Weeks

S.P. Jain Institute of Management and Research
Skills you'll gain: Financial Statement Analysis, Financial Modeling, Income Statement, Investment Management, Balance Sheet, Decision Making, Personal Development, Stress Management, Critical Thinking, Mindfulness
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Negotiation, Influencing, Stakeholder Management, Analytical Skills, Leadership, Conflict Management, Collaboration, Team Leadership, Communication, Critical Thinking, Team Building, Persuasive Communication, Decision Making, Relationship Building, Problem Solving
Intermediate · Course · 1 - 4 Weeks

Arizona State University
Skills you'll gain: Decision Making, Creative Thinking, Problem Solving, Creative Problem-Solving, Strategic Decision-Making, Brainstorming, Complex Problem Solving, Critical Thinking and Problem Solving, Resourcefulness, Creativity, Curiosity, Strategic Thinking, Root Cause Analysis, Ethical Standards And Conduct, Risk Analysis, Innovation, Analytical Skills, Business Ethics, Analysis, Data Collection
Beginner · Specialization · 3 - 6 Months

University of Minnesota
Skills you'll gain: Simulations, Probability Distribution, Probability, Statistics, Business Mathematics, Microsoft Excel, Operations Research, Complex Problem Solving, Business Modeling, Risk Modeling, Financial Modeling, Data Modeling, Strategic Thinking, Analysis, Statistical Analysis
Beginner · Course · 1 - 4 Weeks

Yunus Social Business Fund Bengaluru
Skills you'll gain: Finance, Financial Modeling, Financial Acumen, Financial Analysis, Corporate Finance, Business Valuation, Decision Making, Microsoft Excel, Entrepreneurial Finance, Investments, Economics, Policy, and Social Studies, Social Sciences
Beginner · Course · 1 - 3 Months

American Psychological Association
Skills you'll gain: Decision Making, Behavioral Economics, Psychology, Critical Thinking, Industrial and Organizational Psychology, Social Sciences, Interpersonal Communications, Sociology, Research
Beginner · Course · 1 - 3 Months

Tecnológico de Monterrey
Skills you'll gain: Critical Thinking, Independent Thinking, Decision Making, Strategic Thinking, Systems Thinking, Research, Constructive Feedback, Analysis, Ethical Standards And Conduct
Intermediate · Course · 1 - 4 Weeks

Yunus Social Business Fund Bengaluru
Skills you'll gain: Cash Flows, Financial Analysis, Decision Making, Risk Analysis, Business Valuation, Strategic Decision-Making, Cost Benefit Analysis, Environmental Social And Corporate Governance (ESG), Finance, Stakeholder Analysis, Socioeconomics, Business Ethics, Return On Investment, Economics, Policy, and Social Studies, Business Acumen
Beginner · Course · 1 - 3 Months