II. Given the following neural network with fully connection layer and ReLU activations, including two input...
Fantastic news! We've Found the answer you've been seeking!
Question:
Transcribed Image Text:
II. Given the following neural network with fully connection layer and ReLU activations, including two input units (i1, i2), four hidden units (h1, h2) and (h3, h4). The output units are indicated as (01, 02) and their targets are indicated as (t1, t2). The weights and bias of fully connected layer are called "w" and "b" with specific sub-descriptors. Values of different variables are given in table below. Variable Value 1₁ 12 2 -1 -1 -222 -0.5 -0.5 h₂ W11 W12 W21 W22 W31 W32 -1 -ReLUhs -ReLU 0.5 -1 ba W41 W42 -0.5 b₁ b₂ 1 0.5 -0.5 b3 t₁ t₂ -1 1 0.5 a) Calculate the output (O1, O₂) with the input (i1, 12) and network parameters as specified above. Write down all calculations, including intermediate layer results. (one iteration) b) Calculate the mean squared error of the output (O1, O₂) calculated above and the target (t₁, t2) c) Update the weight w21 using gradient descent with learning rate 0.1 as well as the loss computed previously. (Please write down all your computations. II. Given the following neural network with fully connection layer and ReLU activations, including two input units (i1, i2), four hidden units (h1, h2) and (h3, h4). The output units are indicated as (01, 02) and their targets are indicated as (t1, t2). The weights and bias of fully connected layer are called "w" and "b" with specific sub-descriptors. Values of different variables are given in table below. Variable Value 1₁ 12 2 -1 -1 -222 -0.5 -0.5 h₂ W11 W12 W21 W22 W31 W32 -1 -ReLUhs -ReLU 0.5 -1 ba W41 W42 -0.5 b₁ b₂ 1 0.5 -0.5 b3 t₁ t₂ -1 1 0.5 a) Calculate the output (O1, O₂) with the input (i1, 12) and network parameters as specified above. Write down all calculations, including intermediate layer results. (one iteration) b) Calculate the mean squared error of the output (O1, O₂) calculated above and the target (t₁, t2) c) Update the weight w21 using gradient descent with learning rate 0.1 as well as the loss computed previously. (Please write down all your computations.
Expert Answer:
Answer rating: 100% (QA)
a Calculate the output O1O2 with the input i1i2 and network parameters as specified above Wr... View the full answer
Related Book For
Artificial Intelligence A Modern Approach
ISBN: 978-0137903955
2nd Edition
Authors: Stuart J. Russell and Peter Norvig
Posted Date:
Students also viewed these computer network questions
-
The following additional information is available for the Dr. Ivan and Irene Incisor family from Chapters 1-5. Ivan's grandfather died and left a portfolio of municipal bonds. In 2012, they pay Ivan...
-
Managing Scope Changes Case Study Scope changes on a project can occur regardless of how well the project is planned or executed. Scope changes can be the result of something that was omitted during...
-
In thinking about the appropriate balance between the market and the government in achieving sustainability, do you think the government needs to take a stronger role or would you favor reducing...
-
Imagine a sliding window protocol using so many bits for sequence numbers that wraparound never occurs. What relations must hold among the four window edges and the window size, which is constant and...
-
Describe emotionally reactive and easy-going children's differential susceptibility to rearing experiences. Why are emotionally reactive children who receive warm, supportive parenting at especially...
-
This appeal involves the validity of a will executed in contravention of an earlier contract to make mutual wills. A husband and wife signed a contract to make mutual wills and then executed those...
-
The Flamingo Grill is an upscale restaurant located in St. Petersburg, Florida. To help plan an advertising campaign for the coming season, Flamingos management team hired the advertising firm of...
-
Map this ER diagram to a Relational Model and normalize it if needed. employee EMP_ID INT EMP_Frame VARCHAR(40) EMP_Lname VARCHAR(40) EMP_Sex VARCHAR(1) EMP_Birthdate DATE EMP_Salary INT Indexes...
-
As a financial analyst at Glencolin International (GI) you have been asked to revisit your analysis of the two capital investment alternatives submitted by the production department of the firm....
-
Required a. S&S Ltd is due to receive 6,000,000 in 3 months' time from a customer for the United Kingdom. Advice the management of S&S Ltd, the possible outcome of using the forward contract to...
-
Walgreens Alliance Boots, a major pharmaceutical retailer, employs some 70,000 workers in the UK, many of whom earn less than $9 an hour. The company is headed by Stefano Pessina, who spearheaded...
-
A company uses a series of selection measures to try and predict future job performance. The company gives the test to all applicants and then checks new hires job performance levels 12 months later....
-
Five students will take the side of the high minimum wage countries and five students will take the opposite side. The two teams will debate the case for a high versus a low minimum wage in front of...
-
Temporary employees are being used with increasing regularity throughout the world. In France, one in five workers is on a temporary or part-time contract, and in the UK more than 25 percent of the...
-
Assume that you are employed at Yahoo as a marketing analyst and you have just been told that you no longer are allowed to telecommute from your home office. Instead, you will now be expected to do...
-
Following are transactions for Baggins Inc. for the month of January, 2021. Their accounting period is on a monthly basis. Jan 1: Owner invested 5,000,000 taka in business to get it started. Jan 1:...
-
What are the principal alloying elements in SAE 4340 steel?
-
In this exercise, we will consider the problem of planning a route for a robot to take from one city to another. The basic action taken by the robot is Go (x, y), which takes it from City x to city y...
-
Our description of Internet shopping omitted the all-important step of actually buying the product Provide a formal logical description of buying, using event calculus That is, define the sequence of...
-
Repeat Exercise 2.10 for the case in which the location sensor is replaced with a bump sensor that detects the agents attempts to move into an obstacle or to cross the boundaries of the environment....
-
Soccer continues to grow in popularity as a sport in the United States. High-profile players such as Hope Solo and Landon Donovan have helped generate renewed interest in the sport at various age...
-
The bar graph illustrated in Figure 27 is a USA Today-type graph. A survey was conducted by Impulse Research for Quilted Northern Confidential in which individuals were asked how they would flush a...
-
Figure 30 represents the educational attainment (level of education) in 2013 of adults 25 years and older who are U.S. residents. Why might this graph be considered misrepresentative. Approach Find...
Study smarter with the SolutionInn App