Trees Courses and Certifications

CMU Database Group

Tree Indexes: B+Trees - Lecture 8

Explore B+Tree structures and their implementation in database systems, focusing on efficient data organization and retrieval techniques.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

Michael Penn

Trees, Leaves, and Euler's Number e

Explore the fascinating connection between trees, leaves, and the mathematical constant e in this engaging mathematical journey.

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

CppNow

Trees for Logic and Parsing in C++

Shows how to represent recursive logic trees in C++ with clean subtree views and replacements while minimizing pointer indirections and reallocations.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Conference Talk

Coursera

Classification Trees in Python, From Start To Finish

233 ratings at Coursera

Build a classification tree in Python with scikit-learn: handle missing data, one-hot encode categorical features, and apply cost complexity pruning and cross validation to predict heart disease.

• Coursera
• 1 hour 55 minutes
• Self-Paced
• Paid Course

Trees, SVM and Unsupervised Learning

10 ratings at Coursera

Build predictive models with support vector machines, neural networks, decision trees, bagging and random forests, and generate data representations through PCA and clustering.

• Coursera
• 4 weeks, 3 hours a week
• Self-Paced
• Paid Course

Winter Trees Using Pen and Ink (Live Online)

145 ratings at CourseHorse

Explore the expressive beauty of winter trees as their bare structures reveal intricate form and branching.

• CourseHorse
• 12 hours
• Self-Paced
• $362.00

Resilient Trees in a Changing Climate (Live Online)

141 ratings at CourseHorse

Discover climate-resilient tree species that can thrive in urban environments and help mitigate the effects of climate change.

• CourseHorse
• 2 hours
• Self-Paced
• $65.00

Connectivity and Trees - Lecture 13

Explore graph connectivity and tree structures through optimization problems like finding shortest and fastest routes in this MIT mathematics lecture.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

NPTEL-NOC IITM

Recursive Data Types - Trees - 2

Explore tree structures and their recursive properties through practical examples and implementation techniques.

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

CertNexus

Build Decision Trees, SVMs, and Artificial Neural Networks

15 ratings at Coursera

Build decision trees, random forests, and SVMs for regression and classification, then move to neural networks — multi-layer perceptrons, CNNs, and RNNs — in a capstone project.

• Coursera
• 5 weeks, 4 hours a week
• Self-Paced
• Paid Course

Packt

Advanced Game AI with Behavior Trees in Unity 6

Build AI-driven gameplay in Unity 6 with behavior trees: sequences, selectors, custom nodes, NavMesh pathfinding, blackboards, agent cooperation, and a cop-and-robber challenge.

• Coursera
• 8 weeks, 1 hour a week
• Self-Paced
• Paid Course

Coursera

Grow Trees & Powerful Ensembles

Build and prune CART models, then compare bagging, boosting, and stacking with scikit-learn and XGBoost, weighing computational cost against performance gains for deployment.

• Coursera
• 3 weeks, 1 hour a week
• Self-Paced
• Paid Course

EDUCBA

Master Decision Trees in R: Build, Predict & Evaluate

Build classification and regression trees in R: preprocess and encode data, model with the rpart and tree packages, evaluate with confusion matrices, and predict loan defaults.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

Coursera

Build & Evaluate Decision Trees for ML

Build decision tree classifiers in Java with Weka's GUI, API and the Smile library, then evaluate them using entropy, Gini index, confusion matrices and cross-validation.

• Coursera
• 3 weeks, 1 hour a week
• Self-Paced
• Paid Course

Coursera

Navigate Pages & Trees

Design scalable page trees with landing and child pages, predict how breadcrumb trails change after page moves, and add sidebar shortcuts to improve navigation in shared workspaces.

• Coursera
• 2 weeks, 1 hour a week
• Self-Paced
• Paid Course