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.
Automatic Data Processing, Inc. (ADP)
Skills you'll gain: Compensation Analysis, Compensation Management, Compensation Strategy, Job Evaluation, Benefits Administration, Data Collection, Compensation and Benefits, Data Visualization, Job Analysis, Data-Driven Decision-Making, Project Management, Data Analysis, Microsoft Excel, Google Sheets, Human Resource Policies, Regulatory Compliance, Labor Compliance, Law, Regulation, and Compliance, Payroll, Program Management
Beginner · Professional Certificate · 3 - 6 Months

Howard University
Skills you'll gain: Spreadsheet Software, Microsoft Excel, Data Modeling, Business Modeling, Business Analysis, Business Process, Financial Modeling, Process Optimization, Data-Driven Decision-Making, Business Strategy, Trend Analysis, Decision Making
Intermediate · Course · 1 - 4 Weeks

ESADE Business and Law School
Skills you'll gain: Succession Planning, Governance, Business Management, Systems Thinking, Organizational Development, Business Risk Management, Leadership, Business Systems, Relationship Management, Conflict Management, Communication, Decision Making
Beginner · Course · 1 - 3 Months

Icahn School of Medicine at Mount Sinai
Skills you'll gain: Health Technology, Health Informatics, Health Care Administration, Health Information Management, Health Care Procedure and Regulation, Telehealth, Medical Devices, Electronic Medical Record, Computerized Physician Order Entry, Clinical Documentation, Information Technology, Interoperability, Patient-centered Care, Innovation
Intermediate · Course · 3 - 6 Months

Yunus Social Business Fund Bengaluru
Skills you'll gain: Cash Flows, Financial Market, Financial Analysis, Decision Making, Stakeholder Management, Business Valuation, Risk Analysis, Return On Investment, Finance, Strategic Decision-Making, Sustainable Development, Cost Benefit Analysis, Financial Modeling, Financial Acumen, Capital Markets, Business Risk Management, Peer Review, Corporate Finance, Capital Budgeting, Economics
Beginner · Specialization · 3 - 6 Months

The Linux Foundation
Skills you'll gain: Git (Version Control System), Version Control, Open Source Technology, Software Development Tools, Software Versioning, Development Environment, Linux
Beginner · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Negotiation, Contract Negotiation, Conflict Management, Communication, Arbitration, Interpersonal Communications, Mediation, Decision Making, Planning, Cultural Sensitivity
Mixed · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Business Analytics, Risk Analysis, Business Intelligence, Data Analysis, Predictive Analytics, Decision Making, Trend Analysis, Process Optimization, Simulation and Simulation Software, Market Analysis, Microsoft Excel, Unsupervised Learning
Beginner · Course · 1 - 4 Weeks

University of Colorado System
Skills you'll gain: Cryptography, Data Integrity, Encryption, Authentications, Data Security, Public Key Cryptography Standards (PKCS), Digital Communications
Intermediate · Course · 1 - 4 Weeks

EDHEC Business School
Skills you'll gain: Education Software and Technology, AI Personalization, Responsible AI, Data Ethics, Emerging Technologies, New Business Development, Innovation, Digital Transformation, Artificial Intelligence, Augmented and Virtual Reality (AR/VR), Strategic Decision-Making
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Supervised Learning, Unsupervised Learning, Time Series Analysis and Forecasting, Applied Machine Learning, Machine Learning Algorithms, Feature Engineering, Dimensionality Reduction, Machine Learning, Predictive Modeling, Predictive Analytics, Scikit Learn (Machine Learning Library), Forecasting, Data Processing, Anomaly Detection, Data Manipulation, Regression Analysis, Statistical Modeling, Data Transformation, Data Cleansing
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Root Cause Analysis, Operational Efficiency, Corrective and Preventive Action (CAPA), Continuous Improvement Process, Product Quality (QA/QC), Process Improvement, Operational Excellence, Proactivity, Complex Problem Solving
Beginner · Course · 1 - 4 Weeks