airplane automobile bird cat deer dog frog horse ship truck Figure 1: CIFAR-10 Dataset. Given the CIFAR10 dataset, implement the following networks and report the results of the test accuracy via screenshot. Make sure to provide necessary comments on your code. The dataset can be loaded from here: COLAB LINK HERE (a) Implement the following deep learning architecture and evaluate its test accuracy. network models. Sequential() network.add(layers. Dense (128, activation=' network.add(layers. Dense (64, activation='sigmoid')) network.add(layers.Dense(10, activation='sigmoid')) = 'sigmoid')) network.compile (optimizer='sgd',loss='mse', metrics=['accuracy']) network.fit (X_train, y_train, epochs=20, batch_size=16) (b) Given that you are able to change the number of layers, number of neurons, activaiton functions, and the optimizer. Design your own architecture, provide your models code, and a screenshot of the highest test accuracy of your model. activation : [’sigmoid’, tanh’, ’relu] optimzer : ['sgd', 'RMSprop', 'Adam'] (c) Provide a high-level description of your model. Moreover, what components had the biggest impact on your accuracy?

airplane automobile bird cat deer dog frog horse ship truck Figure 1: CIFAR-10 Dataset. Given the CIFAR10 dataset, implement the following networks and report the results of the test accuracy via screenshot. Make sure to provide necessary comments on your code. The dataset can be loaded from here: COLAB LINK HERE (a) Implement the following deep learning architecture and evaluate its test accuracy. network models. Sequential() network.add(layers. Dense (128, activation=' network.add(layers. Dense (64, activation='sigmoid')) network.add(layers.Dense(10, activation='sigmoid')) = 'sigmoid')) network.compile (optimizer='sgd',loss='mse', metrics=['accuracy']) network.fit (X_train, y_train, epochs=20, batch_size=16) (b) Given that you are able to change the number of layers, number of neurons, activaiton functions, and the optimizer. Design your own architecture, provide your models code, and a screenshot of the highest test accuracy of your model. activation : [’sigmoid’, tanh’, ’relu] optimzer : ['sgd', 'RMSprop', 'Adam'] (c) Provide a high-level description of your model. Moreover, what components had the biggest impact on your accuracy?

Computer Networking: A Top-Down Approach (7th Edition)

7th Edition

ISBN:9780133594140

Author:James Kurose, Keith Ross

Publisher:James Kurose, Keith Ross

Chapter1: Computer Networks And The Internet

Section: Chapter Questions

Problem R1RQ: What is the difference between a host and an end system? List several different types of end...

See similar textbooks

Related questions

Q: What is True in Python? O A variable O A string literal O A function O A Boolean literal

A: Literals in python are quantities whose value does not change during the execution of a program.…

Q: Using python: 2: write code to draw the following picture. 9 first 8 second 7 7 6 6 55 5 4 3 2 1 0 6…

A: The code for the above given question is given below:

Q: write a python program which use the turtle library to draw the shape Note: Code with comments and…

Q: THON. skip if don't know, don;t rej

A: Required: draw below pattern using python

Q: Python separates side effects from pure code: True b. False

A: To do: True or False

Q: Write a python program that counts the amount of EACH type of vowel in the word.

A: Write a python program that counts the amount of EACH type of vowel in the word.

Q: 6.12 LAB: Longest string Write a program that takes in two strings and returns the longest string.…

A: Please find the answer below :

Q: Write a python code to create a list of books with its corresponding ISBN number. Ask the user to…

A: Python program to search the book from the list. create a list of books with its corresponding…

Q: Use the turtle graphics library to write program that reproduce the design shown in Figure below:

A: Use the turtle graphics library to write program that reproduce the design shown in Figure below:

Q: Python program to accept a filename from the user and print the extension of that. Sample filename :…

A: Question wants us to write a progra m to display extension of the file given in pyhton

Q: DO it in 10 minute.i will give you feedback. write a program in python to perform menu driven task…

A: Given: DO it in 10 minute.i will give you feedback. write a program in python to perform menu driven…

Q: The audio should be extracted using the python language from the videos. I want to loop through all…

A: import osimport moviepy.editor as mp # Directory containing all the videosvideo_dir =…

Q: Q1. Write a Python program where the user can enter the length of a rectangle and the program…

A: Step-1: Start Step-2: Input length if rectangle Step-3: Declare variable perimeter and initialize…

Q: How can I capitalize the last character of each word of user entered string. Without using loops

A: Python is an interpreted high level general purpose programming language. It is design philosophy…

Q: Task 6 Given a string, create a new string with all the consecutive duplicates removed. Hint: You…

A: """Program to create a new string from a given string by removing consecutiveduplicates """ #get the…

Q: For Python... Be careful of your tabs. What happens if you indent the second loop using a tab so it…

A: for num in range(10): print(num) for num2 in range(9,0,-1): print(num2)

Q: PYTHON. Write a program that displays the first and last words of a sentence input by the user.…

Q: Passwords thát are created by users are usually very simple and easy to guess. Create a Python…

A: logic:- read user_input set Nuser_input=“” iterate from i=0 to len(user_input) if…

Q: Write a program in python to convert the speed from km/hr to metre/sec. Add comments also.

A: Program Approach – Prompt user to enter the speed in km/hr format. Convert the speed from km/hr to…

Q: Flowchart, create. Using Python's Built-in Methods in Python sample = input("Enter a string or done…

A: Here, I have to draw a flowchart to the above program.

Q: Python - How do I print out someone's age as a string, like the digits that make up your age as a…

A: 1. Convert the age to a string (age_str).2. Open a file named 'ascii_decimal.txt' for writing.3.…

Q: Statistics are often calculated with varying amounts of input data. Write a program that takes any…

A: The Answer is

Q: What is the best way to create a String constant that has exactly 5 exclamation marks? Python is a…

A: The constants are identified by the naming convention as they have all upper case characters and the…

Q: Print the given string below 10 times in python in separate lines. "Python has very useful…

A: According to the given question, the following given string is to be printed 10 times in separate…

Q: What is the best way to create a String constant that has exactly 5 exclamation marks? Python is a…

A: Given To know about the best way to create a String constant that has exactly 5 exclamation marks.

Q: python Write a program that accepts sequence of text lines as input and prints the lines with all…

A: function main: Start declare lines as list while TRUE then read user input if user_input is valid…

Q: PYTHON Given a string, print the sum and the average of the numbers that appear in the string and…

A: import math as m a_string = input("\nPLease enter the string: ") numbers = [] for word in…

Q: 6. Create a Python programme that accepts a user-inputted phrase string and counts the amount of…

A: def count_words(phrase): # Remove leading and trailing whitespaces phrase = phrase.strip()…

Q: This Python script is full of syntax, runtime, and semantic errors. Please identify and correct…

A: As per the requirements of the question, the solution is given in the below step with all the,…

Question

use python and add comments on every line

airplane
automobile
bird
cat
deer
dog
frog
horse
ship
truck
Figure 1: CIFAR-10 Dataset.
Given the CIFAR10 dataset, implement the following networks and report the results of the test accuracy
via screenshot. Make sure to provide necessary comments on your code.
The dataset can be loaded from here: COLAB LINK HERE
(a) Implement the following deep learning architecture and evaluate its test accuracy.
network models. Sequential()
network.add(layers. Dense (128, activation='
network.add(layers. Dense (64, activation='sigmoid'))
network.add(layers.Dense(10, activation='sigmoid'))
= 'sigmoid'))
network.compile (optimizer='sgd',loss='mse', metrics=['accuracy'])
network.fit (X_train, y_train, epochs=20, batch_size=16)
(b) Given that you are able to change the number of layers, number of neurons, activaiton functions, and
the optimizer. Design your own architecture, provide your models code, and a screenshot of the highest test
accuracy of your model.
activation : [’sigmoid’, tanh’, ’relu]
optimzer : ['sgd', 'RMSprop', 'Adam']
(c) Provide a high-level description of your model. Moreover, what components had the biggest impact
on your accuracy?

Expert Solution

Step 1

In the code below, we first import the necessary libraries including Keras, layers, and models. We then load the CIFAR-10 dataset into two sets, training and testing.