Ensemble Methods Courses and Certifications

Coursera

Grow Trees & Powerful Ensembles

Master advanced tree-based modeling with CART construction, ensemble methods (bagging, boosting, stacking), and production deployment assessment using scikit-learn and XGBoost.

• Coursera
• 4 hours 5 minutes
• Self-Paced
• Paid Course

Edureka

Getting Started with Automated Machine Learning (AutoML)

Master automated machine learning with H2O AutoML to build, evaluate, and deploy ML models efficiently without manual trial-and-error approaches.

• Coursera
• 10 hours 35 minutes
• Self-Paced
• Paid Course

Coursera

Advanced Model Architectures & Language AI

Master advanced AI techniques including decision trees, ensemble methods, neural networks, LLMs, and RAG chatbots to build and deploy production-ready machine learning solutions.

• Coursera
• 15 hours
• Self-Paced
• Paid Course

EDUCBA

Predictive Analytics with SAS: Build & Deploy Models

Master predictive analytics using SAS Enterprise Miner through hands-on model building, data preparation, neural networks, decision trees, and deployment for business applications.

• Coursera
• 14 hours 31 minutes
• Self-Paced
• Paid Course

Machine Learning with Imbalanced Data

846 ratings at Udemy

Learn to over-sample and under-sample your data, apply SMOTE, ensemble methods, and cost-sensitive learning.

• Udemy
• 9 hours 16 minutes
• Self-Paced
• Paid Course

Introduction to Machine Learning with Azure

56 ratings at Udacity

Explore machine learning fundamentals and hands-on Azure ML Studio training, covering data preparation, model development, and responsible AI principles.

• Udacity
• 22 hours
• Self-Paced
• Free Online Course

Career Certificate

Intermediate Machine Learning

Master advanced ML algorithms including Naive Bayes, SVMs, hyperparameter tuning, and ensemble methods to elevate your machine learning expertise through hands-on projects.

• Codecademy
• 8 hours
• Self-Paced
• Free Trial Available

Machine Learning Essentials with Python

Master practical machine learning with Python through hands-on projects covering regression, classification, clustering, and model optimization techniques for real-world data problems.

• Great Learning
• 12 hours
• Self-Paced
• Paid Course

Kaggle;  Amazon Web Services

Supervised Learning

In this course, you'll learn about different types of supervised learning and how to use them to solve real-world problems.

• Udacity
• 17 hours
• Self-Paced
• Paid Course

Machine Learning Course for Beginners

Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.

• freeCodeCamp
• 10 hours
• Self-Paced
• Free Video

Time Series Forecasting with Python

This project-based course will teach you how to build a tool that predicts demand for Airbnb properties in New York and become a Business Data Analyst.

• Zero To Mastery
• 10 hours
• Self-Paced
• Paid Course

Machine learning in Python with scikit-learn

Build predictive models with scikit-learn and gain a practical understanding of the strengths and limitations of machine learning!

• France Université Numerique
• 36 hours
• Self-Paced
• Free Online Course

Amazon Web Services;  Amazon

AWS ML Engineer Associate 2.3 Refine Models

Advanced techniques for refining ML models: bias mitigation, overfitting prevention, ensemble methods, hyperparameter tuning, model size optimization, and versioning using Amazon SageMaker services.

• AWS Skill Builder
• 2 hours
• Self-Paced
• Paid Course

Machine Learning with Imbalanced Data

Master techniques for handling imbalanced datasets, including SMOTE, resampling, cost-sensitive learning, and ensemble methods to improve classifier performance and reduce minority class misclassification.

• Train in Data
• Self-Paced
• Paid Course

NPTEL;  IISc Bangalore

Pattern Recognition

1 rating

Comprehensive exploration of statistical pattern recognition, covering Bayes classifiers, density estimation, linear discriminants, neural networks, SVMs, and advanced learning techniques.

• YouTube
• 1 day 16 hours
• Self-Paced
• Free Video