Machine Learning Algorithm Transition Quiz
8 Questions
0 Views

Choose a study mode

Play Quiz
Study Flashcards
Spaced Repetition
Chat to lesson

Podcast

Play an AI-generated podcast conversation about this lesson

Questions and Answers

Which method was introduced to improve the accuracy of the model when the response variable was not linearly related to the explanatory variables?

  • Support vector machines
  • Polynomial regression (correct)
  • Ridge regression
  • Logistic regression
  • What problem does the perceptron face as a binary classifier?

  • It cannot handle imbalanced datasets
  • It cannot effectively classify linearly inseparable feature representations (correct)
  • It cannot handle high-dimensional feature space
  • It cannot handle non-linear regression
  • What technique suffers from computational problems due to increasing the dimensions of the feature space?

  • Transforming with support vector machines
  • Regularizing with ridge regression
  • Increasing feature space with polynomial regression (correct)
  • Decreasing feature space with logistic regression
  • What was the special case of multiple linear regression introduced to address the non-linear relationship between the response variable and the explanatory variables?

    <p>Polynomial regression</p> Signup and view all the answers

    What is the primary limitation of using synthetic combinations of features to approximate nonlinear functions with linear models?

    <p>Computational problems</p> Signup and view all the answers

    ما هو الحل الذي تم تقديمه لتحسين دقة النموذج عندما لا تكون المتغير المستجاب ذو علاقة خطية مع المتغيرات التفسيرية؟

    <p>تقديم الانحدار الخطي الكثيري</p> Signup and view all the answers

    ما هي المشكلة الرئيسية التي يواجهها البيرسيبترون كمصنف ثنائي؟

    <p>لا يمكن استخدامه لتصنيف التمثيلات غير الخطية بشكل فعال</p> Signup and view all the answers

    ما هي المشكلة التي واجهناها في مناقشتنا للانحدار الخطي المتعدد في الفصل 2؛ وهي انعدام العلاقة الخطية بين المتغير المستجاب والمتغيرات التفسيرية؟

    <p>التصنيف الخطي غير كافٍ لتحديد التمثيلات غير الخطية</p> Signup and view all the answers

    More Like This

    Translation Techniques Overview
    10 questions
    Machine Learning Concepts Overview
    10 questions
    Machine Learning Assessment Quiz
    5 questions
    Use Quizgecko on...
    Browser
    Browser