Random Forests Courses and Certifications

Loan Default Prediction with Machine Learning

69 ratings at Corporate Finance Institute

Combine a data set with basic Machine Learning skills to predict which customers are likely to default on their loans

• Corporate Finance Institute
• 3 hours 56 minutes
• Self-Paced
• Paid Course

Supervised Learning in R: Regression

13 ratings at DataCamp

In this course you will learn how to predict future events using linear regression, generalized additive models, random forests, and xgboost.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Machine Learning for Finance in Python

Learn to model and predict stock data values using linear models, decision trees, random forests, and neural networks.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Tree-Based Models in R

In this course, you'll learn how to use tree-based models and ensembles for regression and classification.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Machine Learning Fundamentals in R

Predict categorical and numeric responses via classification and regression, and discover the hidden structure of datasets with unsupervised learning.

• DataCamp
• 1 day
• Self-Paced
• Free Trial Available

Machine Learning with Tree-Based Models in R

Learn how to use tree-based models and ensembles to make classification and regression predictions with tidymodels.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Hyperparameter Tuning in R

Learn how to tune your model's hyperparameters to get the best predictive results.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Machine Learning Scientist in R

A machine learning scientist researches new approaches and builds machine learning models.

• DataCamp
• 2 days 17 hours
• Self-Paced
• Free Trial Available

Julia Silge

Predict Water Availability in Sierra Leone With Random Forests

Explore random forest modeling with tidymodels to analyze water sources in Sierra Leone, covering data preparation, model building, and evaluation techniques.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

GOTO Conferences

A Taste of Random Decision Forests on Apache Spark

Explore Random Decision Forests on Apache Spark with Sean Owen. Learn about decision trees, feature vectors, model interpretation, and hyperparameter tuning for machine learning in distributed environments.

• YouTube
• 53 minutes
• Self-Paced
• Conference Talk

1littlecoder

Overfitting, Underfitting, and Random Forests in Machine Learning - Day 10

Explore overfitting, underfitting, and random forests in machine learning. Learn to build accurate models and apply these concepts to improve your ML skills.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

The Arboreal Gas - Percolative Properties of Random Forests

Explore the percolative properties of random forests in the arboreal gas model, examining the formation of giant trees and its applications to branched polymer gelation.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Hausdorff Center for Mathematics

Random Tessellation Forests: Overcoming the Curse of Dimensionality

Explore random tessellation forests in machine learning, overcoming dimensionality challenges through innovative partitioning methods and directional distributions for improved statistical performance.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

MICDE University of Michigan

Hardware Accelerators for Next-Generation AI Models - From Random Forests to Graph Neural Networks

Explore hardware acceleration techniques for AI models, focusing on random forests and graph neural networks, with insights into advanced computational architectures and optimization.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

Advanced Machine Learning Models for Prediction

3 ratings

Master advanced machine learning algorithms including SVM, decision trees, random forests, and neural networks for predictive modeling using Scikit-Learn, with focus on practical implementation and optimization.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate