Professional Courses
Industry-relevant training in Business, Technology, and Design to help professionals and graduates upskill for real-world careers.
Categories
Interactive Games
Fun, engaging games to boost memory, math fluency, typing speed, and English skills—perfect for learners of all ages.
Typing
Memory
Math
English Adventures
Knowledge
Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is the main consequence of high variance in a model?
💡 Hint: Think about how a model behaves with lots of complexity.
Question 2
Easy
Define overfitting in your own words.
💡 Hint: Consider how a model's training affects its performance elsewhere.
Practice 4 more questions and get performance evaluation
Interactive Quizzes
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What does high variance in a model indicate?
- It indicates poor performance.
- It indicates overfitting.
- It indicates simplicity.
💡 Hint: Consider how a model performs on new data.
Question 2
True or False: A model with high variance will perform consistently well on both training and test data.
- True
- False
💡 Hint: Think about performance on new vs. known datasets.
Solve and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
You are given two datasets: Dataset A is very complex with many outliers, and Dataset B is simple. If you apply a high-degree polynomial model to both datasets and observe the results, discuss how the model's variance would behave differently with each dataset. What could you conclude about model selection?
💡 Hint: Consider how noise in the data influences fitting.
Question 2
Design a comprehensive strategy to address overfitting you've observed in a model fit to a dataset. Include approaches related to data, model complexity, and evaluation.
💡 Hint: Think broadly about the steps involving the entire modeling process.
Challenge and get performance evaluation