Random Forest courses can help you learn decision tree algorithms, ensemble methods, feature selection, and model evaluation techniques. You can build skills in data preprocessing, hyperparameter tuning, and interpreting model outputs. Many courses introduce tools like Python's scikit-learn and R's randomForest package, showing how these skills are applied to tasks such as classification, regression, and handling large datasets.

Kennesaw State University
Skills you'll gain: Six Sigma Methodology, Lean Six Sigma, Root Cause Analysis, Lean Methodologies, Process Improvement, Data Collection, Process Optimization, Correlation Analysis, Statistical Hypothesis Testing, Kaizen Methodology, Process Analysis, Process Improvement and Optimization, Probability Distribution, Regression Analysis, Business Process, Statistical Process Controls, Service Improvement, Team Oriented, Probability & Statistics, Project Management
★ 4.7 (4.4K) · Beginner · Specialization · 3 - 6 Months

DeepLearning.AI
Skills you'll gain: Model Evaluation, Deep Learning, Clinical Trials, Data Preprocessing, Risk Modeling, Data Analysis, Convolutional Neural Networks, Decision Tree Learning, Predictive Modeling, Applied Machine Learning, Feature Engineering, Patient Treatment, Image Analysis, Machine Learning Methods, Machine Learning, Random Forest Algorithm, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Medical Imaging, Natural Language Processing
★ 4.7 (2.5K) · Intermediate · Specialization · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Statistical Inference, Statistical Hypothesis Testing, Probability & Statistics, Probability, Statistics, Bayesian Statistics, Statistical Methods, Statistical Modeling, Statistical Analysis, Probability Distribution, Data Analysis
★ 4.2 (4.5K) · Mixed · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Random Forest Algorithm, Model Evaluation, Feature Engineering, Model Training, Applied Machine Learning, Supervised Learning, Geospatial Mapping, Data Science, Environmental Engineering
Beginner · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Biostatistics, Statistical Hypothesis Testing, Logistic Regression, Regression Analysis, Sampling (Statistics), Statistical Methods, Histogram, Box Plots, Statistical Visualization, Statistical Analysis, Descriptive Statistics, Probability & Statistics, Statistical Inference, Probability Distribution, Public Health, Statistics, Statistical Modeling, Predictive Modeling, Data Analysis
★ 4.8 (2.5K) · Beginner · Specialization · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Theoretical Computer Science, Algorithms, Graph Theory, Data Structures, Quantum computing, Cryptography, Design Strategies, Encryption, Data Science, Informatics, Computer Science, Mathematical Modeling, Analysis, Python Programming, Model Optimization
★ 4.7 (983) · Advanced · Specialization · 3 - 6 Months

Skills you'll gain: Meta Ads Manager, Marketing Analytics, Data-Driven Marketing, Bayesian Statistics, Descriptive Statistics, Marketing Effectiveness, Statistical Hypothesis Testing, Target Audience, Marketing Strategies, Marketing Planning, Statistical Inference, Statistical Software, Sampling (Statistics), A/B Testing, Data Collection, Data Modeling, Marketing, Analytics, Performance marketing, Web Analytics
★ 4.8 (3.1K) · Intermediate · Specialization · 3 - 6 Months
Skills you'll gain: Data Cleansing, Sampling (Statistics), Data Integrity, Data Analysis, Data Transformation, Data Validation, Analytics, Sample Size Determination, SQL, Spreadsheet Software
★ 4.8 (19K) · Beginner · Course · 1 - 3 Months

Board Infinity
Skills you'll gain: Anomaly Detection, Feature Engineering, Fraud detection, Unsupervised Learning, Continuous Monitoring, Autoencoders, MLOps (Machine Learning Operations), Machine Learning Methods, Model Training, Applied Machine Learning, Model Deployment, Statistical Analysis, Taxonomy
Beginner · Course · 1 - 4 Weeks

Kennesaw State University
Skills you'll gain: Statistical Process Controls, Statistical Hypothesis Testing, Process Capability, Root Cause Analysis, Six Sigma Methodology, Lean Six Sigma, Lean Methodologies, Exploratory Data Analysis, Process Improvement, Quality Control, Probability & Statistics, Probability Distribution, Statistical Methods, Process Analysis, Process Flow Diagrams, Statistical Analysis, Process Mapping, Correlation Analysis, Data Collection, Performance Measurement
★ 4.7 (4.9K) · Intermediate · Specialization · 3 - 6 Months

University of Pennsylvania
Skills you'll gain: Feature Engineering, Unsupervised Learning, Model Evaluation, Predictive Modeling, Predictive Analytics, Decision Tree Learning, Supervised Learning, Applied Machine Learning, Model Training, Forecasting, Machine Learning Methods, Random Forest Algorithm, Regression Analysis, Machine Learning, Logistic Regression, Python Programming
★ 4.3 (6) · Beginner · Course · 1 - 4 Weeks

University of California, Santa Cruz
Skills you'll gain: Probability, Statistical Methods, Graphing, Probability Distribution, Estimation, Probability & Statistics, Statistics, Spatial Data Analysis, Hazard Analysis, Geographic Information Systems, Environmental Monitoring, Spatial Analysis, Geospatial Mapping, Applied Mathematics, Environmental Science, Disaster Recovery, Environment, Public Safety and National Security, Physics
Beginner · Course · 1 - 4 Weeks