Practice - Lab Objectives
Practice Questions
Test your understanding with targeted questions
What does GMM stand for?
💡 Hint: It involves the use of probability.
What is the main goal of anomaly detection?
💡 Hint: Think about what makes something unusual.
4 more questions available
Interactive Quizzes
Quick quizzes to reinforce your learning
What is a primary advantage of GMMs over K-Means?
💡 Hint: Think about the shapes these models can represent.
Anomaly detection is primarily used to identify:
💡 Hint: Consider the implications of detecting unusual occurrences.
1 more question available
Challenge Problems
Push your limits with advanced challenges
Given a dataset with known clusters, apply GMM and compare its performance with K-Means. Discuss the findings.
💡 Hint: Focus on cluster shapes and assignments.
Design a basic framework using Isolation Forest on a dataset containing clear anomalies. Analyze its performance against a known set of anomalies.
💡 Hint: Review how to tune parameters for optimal results.
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Reference links
Supplementary resources to enhance your learning experience.