Advanced Skill Certificate in Decision Trees Techniques
-- viewing nowThe Advanced Skill Certificate in Decision Trees Techniques is a comprehensive course that provides learners with essential skills for data analysis and decision-making. This certificate course focuses on Decision Trees, a powerful statistical technique used for problem-solving and making informed decisions in various industries.
7,284+
Students enrolled
149
215
Save 44% with our special offer
About this course
100% online
Learn from anywhere
Shareable certificate
Add to your LinkedIn profile
2 months to complete
at 2-3 hours a week
Start anytime
No waiting period
Course details
• Introduction to Decision Trees Techniques
• Types of Decision Trees: Classification and Regression Trees
• Decision Trees Algorithms: ID3, C4.5, CART, and CHAID
• Building Decision Trees: Data Preparation and Feature Selection
• Pruning Decision Trees: Cost Complexity Pruning and Reduced Error Pruning
• Ensemble Methods: Bagging, Boosting, and Random Forest
• Advanced Topics: Decision Trees for Big Data, Deep Decision Trees, and Oblique Trees
• Evaluation Metrics: Accuracy, Precision, Recall, F1 Score, ROC Curve, and AUC
• Real-world Applications: Fraud Detection, Customer Segmentation, and Recommendation Systems
Career path