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: Shiny (R Package), Cloud Deployment, Interactive Data Visualization, Data Visualization, Cloud Applications, Statistical Visualization, Application Deployment, Performance Tuning, Dashboard Creation, R (Software), Web Applications, Application Development, Frontend Performance, R Programming, Event-Driven Programming, Dashboard, Exploratory Data Analysis, Driving engagement, UI Components, User Interface (UI)
Mixed · Course · 1 - 4 Weeks

AI CERTs
Skills you'll gain: Governance, Governance Risk Management and Compliance, Audit Planning, Financial Regulations, Financial Regulation, Business Leadership, Business Transformation, Vendor Management, Business Planning, Regulatory Requirements, Business Strategy, Business Strategies, Vendor Relationship Management, Business Modeling, Feasibility Studies, Technology Strategies, Technology Roadmaps, Merchant Services, Key Management, Payment Processing
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: MLOps (Machine Learning Operations), Model Deployment, Software Documentation, Code Reusability, Model Training, Test Script Development, Continuous Delivery, Test Automation, Model Evaluation, Continuous Integration, Technical Documentation, API Design, Application Programming Interface (API), Data Validation, Applied Machine Learning, Machine Learning Methods, Maintainability, Version Control, Package and Software Management, Code Review
Intermediate · Course · 1 - 3 Months

Coursera
Skills you'll gain: Model Evaluation, Predictive Modeling, Regression Analysis, Statistical Machine Learning, Statistical Modeling, Classification Algorithms, Predictive Analytics, Logistic Regression, Feature Engineering, Applied Machine Learning, Data-Driven Decision-Making, Data Preprocessing, Model Optimization, Performance Metric
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Statistical Reporting, Web Analytics, Statistical Process Controls, Data Analysis, Statistical Analysis, Strategic Decision-Making, Analytics, Statistical Methods, Quality Monitoring, Business Metrics, Performance Metric, Anomaly Detection, Descriptive Analytics, Customer Engagement, Benchmarking
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Budget Management, Cost Management, Financial Management, Cost Containment, Resource Allocation, Resource Utilization, Cost Estimation, Predictive Modeling, Forecasting, Operating Cost, Financial Modeling, Data-Driven Decision-Making, Cost Benefit Analysis, Gap Analysis, Performance Analysis
Intermediate · Course · 1 - 4 Weeks

John Wiley & Sons
Skills you'll gain: Financial Statement Analysis, Financial Statements, Annual Reports, Financial Accounting, Financial Reporting, Generally Accepted Accounting Principles (GAAP), Balance Sheet, Cash Flows, Financial Analysis, Income Statement, Sarbanes Oxley Act (SOX) Compliance, Business Reporting, Accounting, Tax Compliance, Tax, Accrual Accounting, Market Liquidity, Fraud detection, Investment Management
Beginner · Course · 3 - 6 Months

Coursera
Skills you'll gain: Specialized Sales, Sales Strategy, Sales, B2B Sales, Go To Market Strategy, Consumer Behaviour, New Business Development, Sales Process, Sales Pipelines, Value Propositions, Marketing Psychology, Customer Analysis, Strategic Thinking, Product Knowledge, Business Strategy, Marketing Channel, Target Audience, Target Market, Strategic Decision-Making, Marketing Analytics
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Model Deployment, Apache Spark, Time Series Analysis and Forecasting, MLOps (Machine Learning Operations), Big Data, Feature Engineering, Statistical Analysis, Distributed Computing, Forecasting, Anomaly Detection, Generative AI, Predictive Modeling, Model Training, Exploratory Data Analysis, Data Pipelines, Model Evaluation, Data Cleansing, Data Transformation, Data Quality, Statistical Modeling
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Big Data, SQL, Test Case, Apache Hadoop, Analytics, Data Analysis, Analytical Skills, Query Languages, Databases, Relational Databases, Analysis, Database Management, Data Manipulation, Apache, Metadata Management
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Stakeholder Communications, Workflow Management, Stakeholder Management, Jira (Software), Internal Communications, Project Documentation, IT Management, Project Management, Data Storytelling, Communication Strategies, User Feedback, Information Architecture, Data Visualization, Visual Design, Business Process Automation, Automation, Key Performance Indicators (KPIs), Continuous Monitoring
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: People Management, Scope Management, Project Scoping, Project Management Institute (PMI) Methodology, Project Schedules, Staff Management, Scheduling, Team Leadership, Procurement, Agile Product Development, Agile Methodology, Project Management, Agile Project Management, Process Management, Cost Management, Stakeholder Engagement, Project Management Life Cycle, Stakeholder Management, Business Process, Project Risk Management
Beginner · Course · 1 - 3 Months