1/ Explain why a recurrent neural network would yield better results than a feed-forward network in which your input is the summation (or average) of past and current data?
2/ Give two examples that can be more naturally modeled with RNNs than with feedforward neural networks with explanation?

Answers

Answer 1

1/ A recurrent neural network (RNN) would yield better results than a feed-forward network when the input is the summation or average of past and current data due to its ability to capture temporal dependencies.
2/ Two examples that can be more naturally modeled with RNNs than with feedforward neural networks are:Language Modeling, Handwriting Recognition.

Unlike feed-forward networks, which only process input in a forward direction, RNNs have internal memory that allows them to retain information about past inputs. This memory allows RNNs to model and make predictions based on sequential data, such as time series or natural language, where past information is crucial for accurate predictions. The recurrent connections in RNNs enable them to consider the context and history of the input, making them more effective in handling sequential data compared to feed-forward networks.

2/ Two examples that can be more naturally modeled with RNNs than with feedforward neural networks are:
- Language Modeling: RNNs are well-suited for modeling natural language tasks, such as speech recognition or machine translation. In language modeling, the meaning of a word often depends on the context and the words that came before it. RNNs can capture the temporal dependencies in language by using their recurrent connections to remember the context from previous words, enabling them to generate more accurate and contextually relevant predictions.
- Handwriting Recognition: RNNs can be used to model and recognize handwriting patterns more effectively compared to feed-forward networks. When recognizing handwriting, the shape and stroke order of each character are important, and the order of strokes affects the final outcome. RNNs can process the strokes sequentially, capturing the temporal dependencies between them. This allows RNNs to generate more accurate predictions of the next stroke or the final character based on the previous strokes, making them more suitable for handwriting recognition tasks.

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Related Questions

computer cannot do what by itself it is true or false​

Answers

true

because it is an electronic machine and if we give them a input then they process and give output

The following algorithm accepts 3 integer values from the user, and then prints the maximum value entered. Some lines are missing.
Complete the program by inserting instructions after Line 4
1. OUTPUT (“Please enter 3 values. “)
2. Input (x, y, z)
3. MaxValue  x
4. IF y > MaxValue THEN
MaxValue  y

Answers

Answer:

1. OUTPUT (“Please enter 3 values. “)

2. Input (x, y, z)

3. MaxValue = x

4. IF y > MaxValue THEN

5. MaxValue = y

6. IF z > MaxValue THEN

7. MaxValue = z

8. OUTPUT("Maximum value is: ", MaxValue)

Which would you choose to save a document with a new name?

A: Press Ctrl+S
B: Click File, Save
C: Click Tools, Options, Save
D: Click File, Save As

Answers

Answer:

D

Explanation:

Save as allows a user to change the name of a document.

D When you use this command, you create a new document with a new name that includes any changes you've made.

1. provide at least 3 properties and 3 methods of the object computer.

OBJECT COMPUTER ↙ ↘

PROPERTIES 1. 2. 3.

METHODS 1. 2. 3

2. provide at least 3 properties and 3 methods of the object computer.

OBJECT Car ↙ ↘

PROPERTIES
1. 2. 3.

METHODS
1. 2. 3

Need help maam/sir thanks in advance 5stars for good answer

Answers

Answer:

The answer to this question is given below in the explanation section.

Explanation:

In this question, it is required to provide 3 properties and methods of the object computer.

As you know that in programming the properties are the features of the object and methods are the behaviors or actions performed by the object.

So the properties of object computer are:

computerModelcomputerManufacturercomputerCaseColorcomputerScreenSize

and the methods of object computer are:

perfromCalculation()powerOnButton()chargeBattery()buttonClick()

.........................................................................................................

2.

The properties of the object car are given below

carModelcarManufacturerNamecarColor

The methods of the object car are given below:

applyBreak()startEngine()changeGear()

Which computer component converts high-voltage AC current to low-voltage DC current?

speakers
power supply
motherboard
cooling unit

Answers

Answer:

Power supply

Explanation:

A Power supply unit (or PSU) converts high AC current  to low-voltage regulated DC current for the internal components of a computer.

Now a days personal computers universally use switched-mode power supplies.

Some of the power supplies have a manual switch for selecting input voltage, while modern computers automatically adapt to the mains voltage.

Answer:

power supply

Explanation:

Where are some places that cyberbullying occurs? Check all that apply.

in classrooms
in text messages
on playgrounds
on websites
on social media networks
in chat rooms

Answers

Answer:

B, D, E, F

Explanation:

Brainliest??

These findings imply that bullying has found a new “playground” in internet. Bullying does happen online, and it happens regularly. Thus option B, D, E, F is correct.

What are the different place where cyberbullying occurs?

Although it occurs frequently everywhere, cyberbullying is most common in India, Brazil, and the United States. Over 65% of parents worldwide list cyberbullying on social media as one of their top concerns, according to statistics on this topic.

Sending hurtful SMS or IMs to someone is one form of cyberbullying. Pranking a person's mobile device.

These aggressive acts can quickly and badly harm anyone and are extremely harmful. They occur in public forums, social media platforms, and other online discussion boards.

Therefore, Online bullying also refers to cyberbullying and cyberharassment.

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What kind of careers do you know about that are technology related?
son

Answers

Engineering ::::)))))
Software developer.
IT manager.
Web developer.
Database administrator.
Information security analyst.
Computer systems analyst.
Computer network architect.
Computer systems administrator.

which spanish speaking country has the highest number of bird species in the world

Answers

Answer:

Colombia

Explanation:

It has 1826 species of birds. The also speak Spanish in a form.

The world's biggest number of bird species are found in Colombia.

What is biodiversity?

The variety and variability of life on Earth is referred to as biodiversity or biological diversity. A measure of variation at the genetic, species, and ecosystem levels is called biodiversity.

Biodiversity refers to the variety of all the diverse species of organisms that dwell on our planet, including the plants, animals, insects, and microorganisms.

Each of these things exists in a delicate balance and coexists with the others in ecosystems that nourish and sustain life on earth.

One of the nations on earth with the most biodiversity is Colombia. More than 1,900 native and migratory bird species make Colombia the country with the greatest diversity of bird species in the world, according to scientists.

Thus, the country is Colombia.

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Approximately how many viewers watch the Super Bowl each year? How does the audience size compare to other television events?

Answers

Answer:

Ok

Explanation:

About 100 Million people watch the Super Bowl, both on tv and in stadium, most other events are watched by close to 20 Million is what Google says

A computer-aided drafting application would be best run on which type of device? desktop laptop tablet smartphone​

Answers

Answer:

The answer is Desktop

Explanation:

:) <3

Answer:

desktop

Explanation:

Computer-aided drafting is easiest when done on a large screen, and a desktop has the largest screen of the listed device types.  

+10 POINTS AND BRAINLIEST!! HELP ME PLEASE!!~~~
Which statement describes what happens when a user configures No Automatic Filtering in Junk Mail Options?

No messages will ever be blocked from the user’s mailbox.
Messages can still be blocked at the server level.
Messages cannot be blocked at the network firewall.
Most obvious spam messages will still reach the client computer.

Answers

Answer:

its D. most obvious spam messages will still reach the clients computer.

Explanation:

i got a 100 on the test on edge 2020.

Answer: D. Most obvious spam messages will still reach the client computer.

Explanation:

When you cut and then paste a file, what are you doing?
copying it and placing a duplicate in another location
compressing it and placing the compressed version in another location
renaming it, and then saving it with the new file name
removing it from its current location and placing it in another

Answers

Answer:

removing it from it's current location and placing it in another

Answer:

The answer would be d.

Explanation:

which part of a resume gives an account of past jobs and internships
Education
Experience
Skills
Reference

Answers

Answer:

experience. shows work history

Answer:

the answer is: Experience

Question #11
What are two reasons for using an address book?

Answers

Answer:

order and so you wont forget

Explanation:

Write any three importance of utility software.​

Answers

Answer:

Three importance of Utility Software are:

Utility software is software designed to help to research , configure, optimize or maintain a computer.

It is used to support the pc infrastructure.

Utility Software is used in

System Utilities: Anti-virus utilities scan for PC viruses and block or remove them. File management utilities: Cryptographic utilities encrypt and decrypt streams and files. Storage Management Utilities: Backup software creates copies of entire information stored on a disk and restores either the whole disk (aka Disk cloning) in an occasion of disk failure or marked files that are accidentally deleted or corrupted.

Rene has purchased new antivirus software. This software has an added feature, where it can execute suspicious files in a virtual environment. If the file is safe, the software will permit Rene to execute the program in real time. Which detection method does Rene’s software employ?

Answers

Answer:

b) Signature detection

Explanation:

Signature detection is a process where a unique identifier is established about a known threat so that the threat can be identified in the future. In the case of a virus attack, it may be a unique pattern of code that attaches to a file, or it may be as simple as the hash of a known bad file.

If my answer helped, kindly mark me as the brainliest!!

Thank You!!

Even in a large studio, it’s expected that artists are skilled in both 2D and 3D art.
True
False

Answers

Answer:  False

Explanation:

Studios do not expect artists to be skilled in 2D and 3D art.  Usually specific people are designated for each.

Lucas is taking an algebra class with many detailed steps. Which note-taking method would be best for this class? O charting O outlining mapping multiplying​

Answers

Answer:

The answer is: [B]: outlining .

Explanation:

Aaron keeps texting throughout his study session. Why should he minimize such distractions? Answers: 1. to recognize his priorities, 2. to avoid breaks, 3. to maintain his to-do list, 4. No or to stay focused. Can someone answer this in less than a hour.

Answers

Answer:

1

Explanation:

realize his priorites show him what was the wrong thing to do do so he realize he should focused on his study

He should stay focused to minimize such distractions. The correct option is D.

What is staying focused mean?

To remain focused simply means to continue working on the current project.

To keep working toward whatever it is that you need to accomplish and to make sure that you maintain focus on that one task. Not multitasking at all.

A person is paying attention to something when they are focused on it. When a camera lens or your eyes are focused, the necessary corrections have been performed for clear vision. A beam of light is beaming on something when it is focused on it.

Aaron continues to text when he is studying. In order to reduce these distractions, he needs maintain focus.

Thus, the correct option is D.

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What tool used to bend rigid metll8c conduits more
than 1 diamiter

Answers

what are your options?

Identify the characteristics of a successful workplace culture. Select all that apply. Employees feel like they don’t have to do a good job.
Employees agree with the goals of the organization.
Employees have similar backgrounds.
Employees want to support the goals of the organization.

Answers

Answer:

B. Employees agree with the goals of the organization

&

D. Employees want to support the goals of the correct organization is the answer

Explanation:

I just did the assignment and it was right.

Workplace culture characteristics are:

Employees agree with the goals of the organization. Employees want to support the goals of the organization.

What is workplace culture?

It is known to be the combination of one's firms leadership, values, etc., along with attitudes that brings about emotional and other issues in a workplace.

Note that Workplace culture characteristics are:

Employees agree with the goals of the organization.

Employees want to support the goals of the organization.

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Type the correct answer in the box. Spell the word correctly. Which programming language completes the sentence? Translators convert code written in a high-level language to the ____ that the computer processor can execute.


there no answer choices btw

Answers

Answer:

actually answer might be a compiler... Not sure.

Explanation:

A Compiler is a computer program that translates code written in a high level language to a lower level language, object/machine code.

Could someone please help me with on how to ask the user to enter two integer numbers, then between the two numbers inclusive, use a while loop to print the square of each number on the same line deprecated by a space?

I can send an example if needed
(And in edhesive please)

Answers

In python 3:

number1 = int(input("Enter a number: "))

number2 = int(input("Enter a number: "))

x = number1

while x in range(number1, number2+1):

   print(x**2, end=" ")

   x += 1

I think this is what you're looking for. Best of luck.

In which situations would a text-to-speech tool be useful? Check all that apply. A reader needs to hear a word pronounced. O A student is reading difficult material. A student needs to take notes about a text. A reader needs to know the definition of a word. O A student is reading a new language.​

Answers

Answer:

a,b,e

Explanation:

edge 2020

Answer:

a b and e

Explanation:

I took the assignment

Write a PYTHON program to sort a list of numbers(get the list as input) using selection sort and bubble sort.

Selection sort (5 points)

Pseudo Code: (Each line of pseudo-code converts to one line of code)

Loop from the first element of the list to (n-1 )th element(i)

Store the minimum index as i

Loop from the second element to nth element (j)

Compare the min index element and the current loop element(j)

If the current element is less than the min index

Store this index as the min index

#At the end of this inner loop’s first run the min index will be holding the index value of the smallest item in the list

Swap the ith element with the min index element

Answers

Answer:

c = 1 # global variable

   

def add():

   c = c + 2 # increment c by 2

   print(c)

add()

Explanation:

The ____________ view is used to apply animation on the content of slide.

Answers

Answer:

The answer to this question is given below in the explanation section. The correct answer is the normal view.

Explanation:

There are different views to see the content of slides such as normal view, reading view, and slide show view.

However, The normal view is used to apply animation on the content of the slide.

It is noted that, while living in other slides view, you can not apply the animation on the content of the slides.

Which term refers to the dimensions of an images? For example, a widescreen is
typically 16:9 and an older television is typically 4:3.
Aspect Ratio
O Pixels
Frame Rate
O Video Codec
Please hurry

Answers

The answer is Video Codec

Which of these signifies an ethical issue?
A.
An employee using workplace resources for personal work.
B.
A business restricting access to sensitive data.
C.
A company monitoring employees for the use of workplace resources.
D.
A manager allowing only some employees access to a restricted resource.

Answers

The statement which signifies an ethical issue is: A.  An employee using workplace resources for personal work.

What is an ethic?

An ethic can be defined as a set of both written and unwritten values, principles, or rules of moral conduct that guides human behaviors, especially based on what is:

Good or bad.Right or wrong.Just or unjust.Fair or unfair.

What is an ethical issue?

An ethical issue is most likely to occur when a given situation, activity or behavior creates a conflict with morally acceptable standards and principles within an organization or society.

In this scenario, an employee that use workplace resources for his or her personal work signifies an ethical issue because it contradicts the morally acceptable standards and principles of any business organization.

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#5 Multiple Select Which of the following describes a hardware error? Select 3 options.
a. Nothing happens when you press the spacebar on your keyboard, but the other keys are working.
b. The mouse pointer on-screen only moves horizontally, not vertically.
c. Every time you try to run your new game, it crashes after displaying the opening screen.
d. After a recent Windows update, you can no longer access the internet on your laptop.
e. Nothing happens when you press the power button on your desktop PC. ​

Answers

Answer:

A, E

Explanation:

Hope this is correct

Answer:

B,C,D

Explanation:

which statement describes borders and shading ?

Answers

Answer: Borders are rules you can add to any or all of the four sides of a paragraph. Shading is the color or artistic design you use as background for a paragraph. Borders and shading are formatting tools for enhancing text, paragraphs, table cells or frames.

Other Questions
First Boston Corporation acquired 80 percent of Gulfside Corporation common stock on January 1, 20X5. Gulfside holds 60 percent of the voting shares of Paddock Company, and Paddock owns 10 percent of the stock of First Boston. All acquisitions were made at underlying book value. The fair value of the noncontrolling interest in Gulfside was equal to 20 percent of the book value of Gulfside when acquired by First Boston, and the fair value of the noncontrolling interest in Paddock was equal to 40 percent of its book value when control was acquired by Gulfside. During 20X7, income from the separate operations of First Boston, Gulfside, and Paddock was $63,000, $53,000, and $69,000, respectively, and dividends of $49,000, $39,000, and $29,000, respectively, were paid. The companies use the cost method of accounting for intercorporate investments and, accordingly, record dividends received as other (nonoperating) income. Required: Compute the amount of consolidated net income and the income to be assigned to the noncontrolling shareholders of Gulfside and Paddock for 20X7 using the treasury stock method. Consolidated net income Income to NCI of Gulfside Income to NCI of Paddock The heuristic that is used in situations facing compounding growth is: Pareto Principle Bayesian Thinking Rule of 72 S or adoption curve what is the mass of sugars in a 180g sweet potato Define the foundational elements of government and public administration.Construct a working definition of public administration and discuss key elements that are essential to the field. Write an equation of a line that passes through..... What adjustments are normally made to the pie-fetirement budget to anion at the reteriment tradoet? I. No longer pay FICA (1). II. No longer pay federal income tax it. III. Decreased rost of health care. IV. 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Multiple Choice Process models. Business rules. User manuals. External audit workpapers. Tony and Nancy are married. Both are under age 55. For all of 2022, Tony has self-only coverage under a hig deductible health plan (HDHP) with a $2,000 annual deductible. He has no other health coverage. Nancy ha non-HDHP family coverage for herself and the couple's two dependent children. Tony is not covered by Nancy non-HDHP. Because he has no health coverage beyond his own HDHP, Tony is eligible to contribute up to wh amount to a health savings account (HSA) for the 2022 tax year?A. $1,400 B. $3,650 C. $7,050 D. $7,300 Bella's business is selling T-shirts You've met her in week 1. Her accounting period lasts one week This means that she is interested in measuring her financial performance on a weekly basis. 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