Briefly describe why generalization bounds are important in Machine Learning

Expert Solution

In supervised learning applications in machine learning and statistical learning theory, generalization error (also known as the out-of-sample error[1]) is a measure of how accurately an algorithm is able to predict outcome values for previously unseen data. Because learning algorithms are evaluated on finite samples, the evaluation of a learning algorithm may be sensitive to sampling error. As a result, measurements of prediction error on the current data may not provide much information about predictive ability on new data. Generalization error can be minimized by avoiding overfitting in the learning algorithm. The performance of a machine learning algorithm is measured by plots of the generalization error values through the learning process, which are called learning curves.

venereology answered 1 year ago

why is stimulus generalization gradient important to consider.

Describe five strategies for enhancing generalization of social skills and why those are important. Minimum of...

Describe five strategies for enhancing generalization of social skills and why those are important. Minimum of 3 paragraphs.

Describe two characteristics of a learning organization and why they are important for a learning/coaching organization.

why are learning curves important?

a) Briefly describe why the discovery of endospores was important to microbiology. (2 marks) b) Describe...

a) Briefly describe why the discovery of endospores was important to microbiology. b) Describe the molecular adaptations in the cytoplasmic membrane of psychrophiles and non-psychrophiles in cold and hot environments. c) (i) Briefly describe the differences between algae and cyanobacteria. (ii) Define dimorphic fungi. (iii) Describe FOUR unique characteriestics of parasitic helminthes such as round worms that enable them to survive in human. d) (i) A person may get the influenza virus more than once even though antibodies are produced....

Briefly describe the von Neumann Machine.

Briefly describe to your “client”, the owner of a local clothing store, why it is important...

Briefly describe to your “client”, the owner of a local clothing store, why it is important to use Google Analytics. Why is the visitor overview screen, the traffic source area, and content area so important? Please touch on the importance of tracking, conversion, and keywords. Overall why is it so important for your client’s company to use Google Analytics?

Briefly describe why it is important to impose capital requirements to commercial banks. What are the...

Briefly describe why it is important to impose capital requirements to commercial banks. What are the current capital requirements in the U.S.? Explain what Basel Accord is.

How machine learning is used in computer vision. Please explain briefly with examples.

Why is it important to know the patient's learning style(s)? 2) How is awareness of learning...

Why is it important to know the patient's learning style(s)? 2) How is awareness of learning style relate to health assessment? 3) Discuss the rationale for obtaining a family history. 4) Discuss the rationale for obtaining a systems review. 5) Please identify, read, and post the citation (in proper APA format) for an evidenced-based article regarding the complete health history. The article should be from a peer-reviewed journal since 2010. Please provide a 1-3 sentence commentary on the article and...

Question