Why best training results are observed for moderate values

Assignment Help Basic Computer Science
Reference no: EM131240302

Learning rate measures the intensity of weight adjustments applied to a network after detecting a faulty operation. The informal interpretation of learning rate is that high values represent a strict and demanding teacher and small values correspond to a gentle and tolerant one. Explain why the best training results are observed for moderate values of learning rate (neither too small nor too high). Try to confirm your explanation by experimenting with our program. Plot learning rate versus training performance after a set number of epochs (after 500, 1000, and 5000 steps).

Reference no: EM131240302

Questions Cloud

Issues being encountered by service provider selected area : Task: Select an Australian based automobile company. This business should have its operations in the Australian market and should have a legitimate website. Highlight the problems/issues being encountered by the service provider in that area
Member variable of type string that contains administrator : Write a program that uses the class SalariedEmployee.  Your program is to define a derived class called Administrator, which is to be derived from SalariedEmployee.  You are to supply the following data and function members in the Administrator cl..
How did that individual adjust to death : How did that individual adjust to death? How well did the adjustment fit the Kubler-Ross theory? What changes would you make to the Kubler-Ross theory based on your example?
Calculate correct ending inventory balance on december 31 : Gotham company reported a december 31 ending inventory balance of $412,000. - calculate the correct ending inventory balance on December 31.
Why best training results are observed for moderate values : Explain why the best training results are observed for moderate values of learning rate (neither too small nor too high). Try to confirm your explanation by experimenting with our program. Plot learning rate versus training performance after a set..
Write a letter to the editor stating your position : However, many schools found the expense of conducting the tests and notifying families by mail to be too much. Write a letter to the editor stating your position on whether the BMI testing should or should not continue in the state of Arkansas.
What conditions should the learning rate be increased : Many training methods in which the learning rate is not constant throughout the process are known. Under what conditions should the learning rate be increased and when should it be reduced?
Design experiments to confirm or negate this theory : At the end of training after the network acquires a lot of knowledge, a slower learning rate is advisable, so that incidental mistakes (caused by a few challenges in the training set) do not spoil the result since improvement of one area produces ..
Plot showing what minimal values of momentum are needed : Design and conduct some experiments to generate a plot showing what minimal values of momentum are needed for different values of learning rate to guarantee fast and stable training.

Reviews

Write a Review

Basic Computer Science Questions & Answers

  Identifies the cost of computer

identifies the cost of computer components to configure a computer system (including all peripheral devices where needed) for use in one of the following four situations:

  Input devices

Compare how the gestures data is generated and represented for interpretation in each of the following input devices. In your comparison, consider the data formats (radio waves, electrical signal, sound, etc.), device drivers, operating systems suppo..

  Cores on computer systems

Assignment : Cores on Computer Systems:  Differentiate between multiprocessor systems and many-core systems in terms of power efficiency, cost benefit analysis, instructions processing efficiency, and packaging form factors.

  Prepare an annual budget in an excel spreadsheet

Prepare working solutions in Excel that will manage the annual budget

  Write a research paper in relation to a software design

Research paper in relation to a Software Design related topic

  Describe the forest, domain, ou, and trust configuration

Describe the forest, domain, OU, and trust configuration for Bluesky. Include a chart or diagram of the current configuration. Currently Bluesky has a single domain and default OU structure.

  Construct a truth table for the boolean expression

Construct a truth table for the Boolean expressions ABC + A'B'C' ABC + AB'C' + A'B'C' A(BC' + B'C)

  Evaluate the cost of materials

Evaluate the cost of materials

  The marie simulator

Depending on how comfortable you are with using the MARIE simulator after reading

  What is the main advantage of using master pages

What is the main advantage of using master pages. Explain the purpose and advantage of using styles.

  Describe the three fundamental models of distributed systems

Explain the two approaches to packet delivery by the network layer in Distributed Systems. Describe the three fundamental models of Distributed Systems

  Distinguish between caching and buffering

Distinguish between caching and buffering The failure model defines the ways in which failure may occur in order to provide an understanding of the effects of failure. Give one type of failure with a brief description of the failure

Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd