Gradient Boosting Courses and Certifications

Decision Trees, Random Forests, Bagging & XGBoost: R Studio

242 ratings at Udemy

Decision Trees and Ensembling techinques in R studio. Bagging, Random Forest, GBM, AdaBoost & XGBoost in R programming

• Udemy
• 5 hours 56 minutes
• On-Demand
• Paid Course

AI Engineer Associate Certificate Course

90 ratings at Udemy

Master Machine Learning, Deep Learning & AI Agent Foundations with TensorFlow and PyTorch

• Udemy
• 19 hours 10 minutes
• On-Demand
• Paid Course

Coursera

Mining Quality Prediction Using Machine & Deep Learning

69 ratings at Coursera

Predict silica concentrate in iron ore using machine learning and deep learning models. Explore data, train models, and evaluate performance for faster mining industry predictions.

• Coursera
• 1 hour 55 minutes
• On-Demand
• Paid Course

XGBoost & Random Forest: Decision Trees + Boosting in R

53 ratings at Udemy

XGBoost, Random Forest, Decision Trees, Gradient Boosting, ROC Curve/AUC, Machine Learning in R (RStudio), rpart, party

• Udemy
• 5 hours 58 minutes
• On-Demand
• Paid Course

Coursera

Scikit-Learn For Machine Learning Classification Problems

19 ratings at Coursera

Learn to build and train classifier models using Scikit-Learn, exploring algorithms for classification, regression, and clustering, including support vector machines, random forests, and k-means.

• Coursera
• 1 hour 48 minutes
• On-Demand
• Paid Course

Machine Learning in Healthcare: Fundamentals & Applications

10 ratings at Coursera

Explore data mining in healthcare, from theoretical foundations to practical applications. Learn to select methods, use software, and address real-world challenges in data cleaning, transformation, and modeling.

• Coursera
• 18 hours 23 minutes
• On-Demand
• Paid Course

Coursera

Scikit-Learn to Solve Regression Machine Learning Problems

Learn to build and train regression models using Scikit-Learn, exploring algorithms like support vector machines, random forests, and gradient boosting. Gain practical skills applicable to various industries.

• Coursera
• 1 hour 56 minutes
• On-Demand
• Paid Course

Modeling Time Series and Sequential Data

Aprenda a modelar séries temporais e dados sequenciais usando abordagens tradicionais, bayesianas e de aprendizado de máquina. Explore técnicas avançadas de previsão e combine diferentes métodos para melhorar a precisão.

• Coursera
• 12 hours 15 minutes
• On-Demand
• Paid Course

Coursera

Machine/Deep Learning for Mining Quality Prediction-Enhanced

Train machine learning and deep learning models to predict Silica Concentrate in iron ore, enhancing mining efficiency with faster, accurate predictions compared to traditional methods.

• Coursera
• 2 hours 43 minutes
• On-Demand
• Paid Course

Packt

Machine Learning Foundations

Master feature engineering, core ML algorithms, and advanced techniques like neural networks and reinforcement learning through hands-on Python implementation.

• Coursera
• 7 hours 22 minutes
• On-Demand
• Paid Course

Coursera

Forecast Business Metrics: Uncover Value Drivers

Master supervised learning to forecast business metrics like EBITDA using Python, regression models, and explainable AI techniques for actionable insights.

• Coursera
• 2 hours 7 minutes
• On-Demand
• Paid Course

Packt

Deep Learning and Advanced Techniques

Master advanced deep learning with ensemble methods, neural networks, and frameworks like TensorFlow, PyTorch, XGBoost for real-world AI applications and model deployment.

• Coursera
• 9 hours 23 minutes
• On-Demand
• Paid Course

Machine Learning: Classification

This course covers key supervised machine learning (ML) and classification techniques, including logistic regression, decision trees, ensemble methods, and handling unbalanced datasets. Build and evaluate classification models using real-world data.

• edX
• 2 weeks, 30-35 hours a week
• On-Demand
• Free Online Course (Audit)

Coursera

ML: Build, Train, Justify Models

Master practical ML workflows: transform business problems into ML tasks, train logistic regression, random forest, and gradient boosting models, and justify selections using bias-variance reasoning.

• Coursera
• 3 hours 4 minutes
• On-Demand
• Paid Course

Coursera

Nail Regression & Classification

Master predictive modeling through regression diagnostics, advanced classification methods, and systematic model evaluation for business-critical decisions.

• Coursera
• 3 hours 16 minutes
• On-Demand
• Paid Course