False. Ultimately, the decision to send one message covering multiple topics or multiple messages with single topics depends on the specific communication context, goals, and the preferences of the sender and recipients.
The statement is false because the effectiveness of communication depends on various factors, including the context, audience, and purpose of the communication. While there are situations where a single message covering multiple topics may be appropriate, there are also instances where it is more effective to have multiple messages, each focusing on a single topic. When dealing with complex or diverse topics, sending multiple messages allows for better organization, clarity, and understanding. It allows recipients to process information more effectively and prevents overload or confusion. Additionally, addressing one topic per message makes it easier to search, reference, and respond to specific points. On the other hand, there may be situations where consolidating multiple topics into a single message is more efficient. For example, in casual conversations or informal settings, it may be acceptable to cover multiple related topics in one message to maintain a conversational flow.
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A key benefit of SVM training is the ability to use kernel functions K(x,x ′
) as opposed to explicit basis functions ϕ(x). Kernels make it possible to implicitly express large or even infinite dimensional basis features. We do this by computing ϕ(x) ⊤
ϕ(x ′
) directly, without ever computing ϕ(x). When training SVMs, we begin by computing the kernel matrix K, over our training data {x 1
,…,x n
}. The kernel matrix, defined as K i,i ′
=K(x i
,x i ′
), expresses the kernel function applied between all pairs of training points. Consider the Mercer's theorem as follows, any function K that yields a positive semi-definite kernel matrix forms a valid kernel, i.e. corresponds to a matrix of dot-products under some basis ϕ. Therefore instead of using an explicit basis, we can build kernel functions directly that fulfill this property. A particularly nice benefit of this theorem is that it allows us to build more expressive kernels by composition. In this problem, you are tasked with using Mercer's theorem and the definition of a kernel matrix to prove that the following compositions are valid kernels, assuming K (1)
and K (2)
are valid kernels. Recall that a positive semi-definite matrix K requires z ⊤
Kz≥0,∀z∈R n
. 1. K(x,x ′
):=cK (1)
K(x,x ′
) for c>0. 2. K(x,x ′
):=K (1)
K(x,x ′
)+K (2)
K(x,x ′
). 3. K(x,x ′
):=f(x)K (1)
K(x,x ′
)f(x ′
) where f is a function from R m
to R. 4. K(x,x ′
):=K (1)
K(x,x ′
)K (2)
K(x,x ′
). [Hint: Use the property that for any ϕ(x),K(x,x ′
)=ϕ(x) ⊤
ϕ(x ′
) forms a positive semi-definite kernel matrix.] 5. Note that the exponential function can be written as exp(x)=∑ i=0
[infinity]
i!
x i
Use this to show that exp(xx ′
) (here x,x ′
∈R ) can be written as ϕ(x)ϕ(x ′
) for some basis function ϕ(x). Derive this basis function, and explain why this would be hard to use as a basis in standard logistic regression. Using the above identities, show that K(x,x ′
)=exp(K (1)
(x,x ′
)) is a valid kernel. 6. Finally use this analysis and previous identities to prove the validity of the Gaussian kernel: K(x,x ′
)=exp(− 2σ 2
∥x−x ′
∥ 2
2
)
Mercer's theorem and the properties of positive semi-definite kernel matrices can be used to prove the validity of various compositions of kernels. This analysis demonstrates the validity of different kernel compositions, including a composition involving a constant, a composition of two kernels, a composition with a function, and the Gaussian kernel. These proofs rely on the positive semi-definiteness of the kernel matrices and the property that the dot product of basis functions yields a positive semi-definite kernel matrix.
K(x,x'): By Mercer's theorem, K(1) is a valid kernel. Since K(x,x') = cK(1)K(x,x') for c > 0, the composition with a constant c preserves positive semi-definiteness, making K(x,x') a valid kernel.
K(x,x'): Given K(1) and K(2) as valid kernels, the composition K(1)K(x,x') + K(2)K(x,x') can be expressed as the sum of two positive semi-definite kernel matrices. Therefore, K(x,x') is also a valid kernel.
K(x,x'): Assuming K(1) is a valid kernel, the composition f(x)K(1)K(x,x')f(x') involves multiplying the kernel matrix by a function f(x)f(x'). As long as f(x)f(x') is non-negative and K(1) is positive semi-definite, the resulting matrix satisfies positive semi-definiteness, thus making K(x,x') a valid kernel.
K(x,x'): Given K(1) and K(2) as valid kernels, K(1)K(x,x')K(2)K(x,x') can be expressed as the Hadamard (element-wise) product of two positive semi-definite kernel matrices. The resulting matrix maintains positive semi-definiteness, making K(x,x') a valid kernel.
exp(xx'): Using the property of the exponential function, exp(xx') can be expressed as the dot product of two basis functions ϕ(x) and ϕ(x'). However, using this basis function in standard logistic regression would be challenging due to the infinite series representation of the exponential function, making it computationally complex.
K(x,x'): By substituting K(1)(x,x') into the exponential function, K(x,x') = exp(-2σ^2∥x-x'∥^2) can be obtained. Since K(1) is a valid kernel and the composition with the exponential function maintains positive semi-definiteness, K(x,x') is a valid Gaussian kernel.
These proofs demonstrate how Mercer's theorem and the properties of positive semi-definite kernel matrices allow us to construct and validate various kernel compositions, enabling the use of powerful and flexible kernels in SVM training.
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Which term describes a VPN created between two individual hosts across a local or intermediary network?VPN applianceHost-to-host VPNHashSite-to-site VPN
A Host-to-host VPN describes a virtual private network created between two individual hosts across a local or intermediary network.
So, the correct answer is A.
This type of VPN allows secure communication between the two hosts by establishing a direct, encrypted connection. Unlike a site-to-site VPN, which connects entire networks together, a host-to-host VPN focuses specifically on connecting the two individual devices.
VPN appliances are hardware devices that facilitate VPN connections, while a hash is a cryptographic function used to ensure data integrity and security. In summary, a host-to-host VPN provides a secure communication channel between two individual hosts on a network
Hence, the answer of the question is A.
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An algorithm is a guiding rule used to solve problems or make decisions. Please select the best answer from the choices provided T F
True. An algorithm can be defined as a step-by-step procedure or a set of rules designed to solve a specific problem or perform a particular task.
It serves as a guiding rule for problem-solving or decision-making processes. Algorithms are used in various fields, including computer science, mathematics, and even everyday life.
In computer science, algorithms are fundamental to programming and software development. They provide a systematic approach to solving complex problems by breaking them down into smaller, manageable steps.
Algorithms can range from simple and straightforward to highly complex, depending on the nature of the problem they aim to solve.
The importance of algorithms lies in their ability to provide a structured and efficient solution to a given problem. They help in achieving consistency, accuracy, and reproducibility in decision-making processes. Additionally, algorithms enable automation and optimization, allowing for faster and more reliable problem-solving.
It is essential to acknowledge and respect the originality and intellectual property of others when using algorithms developed by someone else. Proper citation and avoiding plagiarism are crucial to ensure the integrity of one's work and uphold ethical standards.
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When you instruct a computer or mobile device to run an application, the computer or mobile device answer its software, which means the application is copied from storage to memory?
I believe loads
not for sure what the question is
Write a program that prompts the user to input two POSITIVE numbers — a dividend (numerator) and a divisor (denominator). Your program should then divide the numerator by the denominator. Lastly, your program will add the quotient and the remainder together.
Sample Run:
Input the dividend: 10
Input the divisor: 4
The quotient + the remainder is 4.0
Hint: If you use division (/) to calculate the quotient, you will need to use int() to remove the decimals. You can also use integer division (// ), which was introduced in Question 10 of Lesson Practice 2.3.
Once you've calculated the quotient, you will need to use modular division (%) to calculate the remainder. Remember to clearly define the data types for all inputs in your code. You may need to use int( ) and str( ) in your solution.
int( ): When you divide the numerator and the divisor using /, make sure that the result is an integer.
str( ): After using modular division, you can transform the quotient and remainder back into strings to display the result in the print() command.
here gang,
dividend = int(input("Input the dividend: "))
divisor = int(input("Input the divisor: "))
quotient = int(dividend/divisor)
remainder = dividend%divisor
answer = quotient+remainder
print("The quotient + the remainder is " + str(answer))
this gave me 100%
What was one thing that surprised you from the conversation
between Dr. Diptée and Dr. Forte on the podcast?
In conclusion, one thing that surprised me from the conversation between Dr. Diptée and Dr. Forte on the podcast was the discussion about the various ways in which climate change can impact public health, including the potential psychological effects.
During the conversation, they mentioned that climate change is not only causing environmental issues like rising sea levels and extreme weather events, but it is also affecting human health in various ways. They explained that the increasing temperatures and changing weather patterns can lead to the spread of infectious diseases, such as malaria and dengue fever, as well as respiratory problems like asthma.
What surprised me the most was when they mentioned the potential psychological impacts of climate change on mental health. They explained that the constant fear and anxiety related to climate change, along with the loss of homes and livelihoods due to extreme weather events, can have a profound effect on people's mental well-being.
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Which of the following features are common to both static and dynamic IP addressing methods? Select all the correct answers. Both IP addressing methods are ways of permanently assigning IP addresses. Both IP addressing methods can be selected from the TCP/IP window. Both addressing methods use DHCP servers to assign IP addresses. Both addressing methods help computers connect to the Internet. Both addressing methods use DNS servers to assign IP addresses.
Answer:
Both IP addressing methods can be selected from the TCP/IP window.
and
Both addressing methods use DHCP servers to assign IP addresses.
what is the answer ?? plz help
What is the sixth generation of style. When writing a paper.
Answer:
Scribbr
Explanation:
1,list all data from table customer, sale and product. 2,list Name and sex of all customer. 3,list all male customer. 4,list all male and female customer. 5,list the name and age of male customers. 6,list the name, price and color of the product.
Answer:
The SQL queries are as follows:
1. select * from customer
select * from sale
select * from product
2. select name, sex from customer
3. select * from customer where sex = 'male'
4. select name, age from customer where sex = 'male'
5. select name, price, color from product
Explanation:
Given
Tables: customer, sale, product
Required
Answer question 1 to 5
(1) All data in the given tables
To do this, we make use of the select clause to retrieve data from each of the table and * to select all data.
So, we have:
select * from customer --> This lists all data from customer table
select * from sale --> This lists all data from sale table
select * from product --> This lists all data from product table
(2) Selected details from customer table
In (1), we have:
select * from customer --> This lists all data from customer table
To retrieve selected details, we replace * with the field names.
So, we have:
select name, sex from customer
(3) Male customers
In (1), we have:
select * from customer --> This lists all data from customer table
To retrieve male customers, we introduce the where clause
So, we have:
select * from customer where sex = 'male'
(4) Name and age of male customers
In (3), we have:
select * from customer where sex = 'male'
To retrieve the name and age, we replace * with name and age. So, we have:
select name, age from customer where sex = 'male'
(5) Name, price and color of products
In (1), we have:
select * from product --> This lists all data from product table
To retrieve selected details, we replace * with the field names.
So, we have:
select name, price, color from product
You should see the following code in your programming environment:
import simplegui
def draw_handler(canvas):
frame = simplegui.create_frame('Testing', 600, 600)
frame.set_canvas_background("White")
frame.set_draw_handler(draw_handler)
frame.start()
Use the code above to write a program that draws a target. Your program should create an image similar to the one below:
Your image does not need to be exactly the same as the one below, but can have slight modifications (for example, your image can use a different color or different positioning of objects).
The recommended code for the bove prompt is:
import simplegui
def draw_handler(canvas):
# draw the target circles
canvas.draw_circle((300, 300), 200, 1, "White", "White")
canvas.draw_circle((300, 300), 150, 1, "Blue", "Blue")
canvas.draw_circle((300, 300), 100, 1, "Red", "Red")
canvas.draw_circle((300, 300), 50, 1, "Yellow", "Yellow")
frame = simplegui.create_frame('Target Drawing', 600, 600)
frame.set_canvas_background("White")
frame.set_draw_handler(draw_handler)
frame.start()
What is the explanation for the above response?The above code creates a simple GUI window using the SimpleGUI library and sets the background color of the window to white.
The draw_handler function is then defined to draw the circles of the target with specified colors and sizes. Finally, the GUI window is started using the start() method.
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Movies may depict larger-than-life situations, such as calamities, superheroes, and spaceships. A helps show such extraordinary events.
Answer:
its only a escape from the harsh relaity
Explanation:
expection vs realaitly
Explain what alphanumeric data is.
Answer:
A-Z and 0-256
Explanation:
The letters and numbers recognized by the computer. The computer does not recogniz 257
Write a function that takes a number of rows, a number of columns, and a string and returns a two-dimensional array of the dimensions specified where each element is the string given. Sample run: mat = fill_str(4, 2, "2D") print(mat) Prints the following: [['2D', '2D'], ['2D', '2D'], ['2D', '2D'], ['2D', '2D']]
Answer:
Explanation:
The following code is written in Python. The function, as asked, takes in three parameters and creates a 2D array with the dimensions specified in the inputs and fills it with the element passed for the third parameter.
def createArray(rows, columns, element):
my_array = []
for x in range(rows):
sub_arr = []
for y in range(columns):
sub_arr.append(element)
my_array.append(sub_arr)
return my_array
Discuss, in your own words, the topic of cybersecurity management for both individuals and business. Briefly talk about the different threats, and then explain what cybersecurity management is, and what it could do against each common type of threat.
Cybersecurity management protects individuals and businesses from threats.
How does cybersecurity management safeguard individuals and businesses?Cybersecurity management is essential for both individuals and businesses to protect themselves from the ever-increasing threats in the digital landscape. In today's interconnected world, individuals face various cybersecurity risks, such as malware, phishing attacks, identity theft, and data breaches.
Similarly, businesses are vulnerable to targeted attacks, ransomware, insider threats, and intellectual property theft.
Cybersecurity management involves implementing proactive measures to prevent and mitigate these threats. It includes the use of robust security tools, regular software updates, strong passwords, and user awareness training.
Additionally, businesses should employ network monitoring, intrusion detection systems, and incident response plans to detect and respond to any security breaches promptly.
How cybersecurity management works by adopting a layered defense approach, combining technology, policies, and employee awareness. A comprehensive strategy should include firewalls, antivirus software, encryption, multi-factor authentication, and regular data backups.
It is crucial to continually assess and update security measures to stay ahead of evolving threats and ensure a secure digital environment.
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Research your choice and how they match your requirement and priorities. This is
called______________.
a) Requirement
b) Option analysis
c) Prioritising
A developer had an issue with no hardware to test the software. The scrum master contacted the hardware manager to help resolve the issue. What characteristic is the scrum master exhibiting?
Since the scrum master contacted the hardware manager to help resolve the issue. the characteristic that the scrum master is exhibiting is option d: Servant- Leadership.
What is a servant leadership style?The foundation of servant leadership is the notion that leaders should put service to the common good first. This type of leader puts their team and company first. They don't give their own goals first priority. Employees are more likely to feel heard in an environment of servant leadership.
A servant leader is committed to the advancement of both other people and organizations that uphold moral principles and foster just, compassionate, and sustainable communities. Being a servant leader entails appreciating the value of teamwork as a crucial component in fostering the expansion and success of an organization.
Therefore, the scrum master is one that can be called a servant leader because he possess all the above characteristics.
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See options below
A team member has an issue with no hardware to test the software. The Scrum Master contacted the hardware manager to help resolve this issue. What characteristic is the Scrum Master exhibiting?
OPTIONS
Disciplinarian
Project Manager
Authoritarian
Servant- Leadership
write a statement that uses the var keyword to create an arraylist object named frogs. the arraylist should hold strings.
In JavaScript, the var keyword is used to declare variables. However, JavaScript does not have an ArrayList class like Java. Instead, JavaScript has built-in support for arrays, which can hold elements of any type, including strings. Here's an example of creating an array using the var keyword and storing strings
var frogs = ["Kermit", "Freddy", "Hopper"];
In this example, the variable frogs is declared using the var keyword and assigned an array containing three string elements: "Kermit", "Freddy", and "Hopper". You can access the elements of the array using their indices, such as frogs[0] for the first element "Kermit", frogs[1] for "Freddy", and so on. Alternatively, if you are using modern JavaScript (ECMAScript 6 or later), you can use the let or const keywords instead of var for variable declaration. For example: let frogs = ["Kermit", "Freddy", "Hopper"];
Both let and const provide block-level scoping and are recommend.
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In a DTP project, Fiona is looking for a way to make a page layout attractive to readers. Help Fiona pick the correct word to complete the sentence.
You’ll need a(n) _____ to capture the attention of your audience. It can be an illustration, a photograph, a block of bold text, or a quote in a column of white space.
You’ll need a(n) a block of bold text to capture the attention of your audience.
How do you make text bold in pages?First one need to select Format and then Font and then Bold.
Note that by bolding a selected text, it can capture the mind of the people to the page layout.
Hence, You’ll need a(n) a block of bold text to capture the attention of your audience.
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Cache types that are generally implemented on the same chip as the CPU include __________ and__________.
The cache is a type of memory that is designed to improve computer performance by storing frequently accessed data closer to the CPU. There are several types of cache, including L1, L2, and L3 cache. L1 cache is the smallest and fastest cache, while L3 cache is the largest but slower. Generally, cache types that are implemented on the same chip as the CPU include L1 and L2 cache.
L1 cache is the fastest type of cache, with a very low latency of just a few cycles. It is typically very small, with a capacity of a few kilobytes. L2 cache, on the other hand, is slightly slower than L1 cache but has a much larger capacity, typically in the range of a few megabytes. It is also more expensive to manufacture and is usually shared among multiple cores in a multi-core CPU.
In summary, the cache types that are generally implemented on the same chip as the CPU include L1 and L2 cache. L1 cache is the fastest but has a small capacity, while L2 cache is slower but has a larger capacity. Both types of cache are essential for improving computer performance by reducing the time it takes to access frequently used data.
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How did tribes profit most from cattle drives that passed through their land?
A.
by successfully collecting taxes from every drover who used their lands
B.
by buying cattle from ranchers to keep for themselves
C.
by selling cattle that would be taken to Texas ranches
D.
by leasing grazing land to ranchers and drovers from Texas
The way that the tribes profit most from cattle drives that passed through their land is option D. By leasing grazing land to ranchers and drovers from Texas.
How did Native Americans gain from the long cattle drives?When Oklahoma became a state in 1907, the reservation system there was essentially abolished. In Indian Territory, cattle were and are the dominant economic driver.
Tolls on moving livestock, exporting their own animals, and leasing their territory for grazing were all sources of income for the tribes.
There were several cattle drives between 1867 and 1893. Cattle drives were conducted to supply the demand for beef in the east and to provide the cattlemen with a means of livelihood after the Civil War when the great cities in the northeast lacked livestock.
Lastly, Abolishing Cattle Drives: Soon after the Civil War, it began, and after the railroads reached Texas, it came to an end.
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when saving your java source code for class highclass the name of the file must be:
When saving your Java source code for class highclass, the name of the file must match the name of the class and end with the ".java" file extension. In this case, the file name should be "highclass.java".
This naming convention is important because the Java compiler uses it to locate and compile the source code. If the file name does not match the class name or does not have the correct file extension, the compiler will not be able to compile the code. Additionally, it is a good practice to use meaningful and descriptive names for your source code files to make it easier to understand and maintain your code.When saving your Java source code for a class named "HighClass", the name of the file must be "HighClass.java". This is because Java requires the file name to match the class name, and the file extension should be ".java" to indicate that it's a Java source file.
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A hacker wants to gain illegal Elizabeth owns a Mac and is not careful about what websites she visits, what links she clicks on, or what she downloads. She says that it is impossible for Macs to get viruses because the operating system is sandboxed. Is she correct? A. Yes, it is impossible for a Mac to become infected with any malware. B. No, a Mac can get a virus and be affected just as bad as a PC. C. No, a Mac can get a virus but it is not susceptible to any other type of malware. D. No, a Mac can still get viruses, but the viruses cannot get to the heart of the machine. Reset Next to Elizabeth owns a Mac and is not careful about what websites she visits, what links she clicks on, or what she downloads. She says that it is impossible for Macs to get viruses because the operating system is sandboxed. Is she correct? A. Yes, it is impossible for a Mac to become infected with any malware. B. No, a Mac can get a virus and be affected just as bad as a PC. C. No, a Mac can get a virus but it is not susceptible to any other type of malware. D. No, a Mac can still get viruses, but the viruses cannot get to the heart of the machine. Reset Next passwords for a popular online website. Where should they direct their attack? A. a bank B. a server C. a removable USB drive D. a laptop
Since Elizabeth says that it is impossible for Macs to get viruses because the operating system is sandboxed. The response is D. No, a Mac can still get viruses, but the viruses cannot get to the heart of the machine.
The place that they should direct their attack is option B. a server.
What is Mac's server name?Go to Apple menu > System Settings, select General from the sidebar, and then select About from the right-hand menu on your Mac. The name of your Mac's computer can be found at the top of the About settings page (you might need to scroll down).
Malware can infect a Mac computer. Macs are susceptible to malware and viruses. Even while Mac infections are less frequent than PC malware, Mac machines aren't completely shielded from online dangers by the security mechanisms built into macOS.
Note that Sandboxing is widely used to analyze untested or untrusted code and is intended to stop dangers from entering the network. In order to prevent infection or damage to the host computer or operating system, sandboxing keeps the code confined to a test environment.
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4. Write technical term for the following statements
A) The computers designed to handle specific single tasks.
B) The networked computers dedicated to the users for professional wrok.
C) The computers that uses microprocessor as their CPU.
D) A computer that users analog and digital device.
E) The computer that processes discontinuous data.
F) The portable computer which can be used keeping in laps.
G) The general purpose computers used keeping on desk.
Answer:
a) Special-purpose computer
b)
c)microcomputers
d) hybrid computer
e) digital computer
f) laptop computers
g) desktop computers.
Please mark me as brainlist :)Answer the following questions: a. What is the Internet? Who controls and supervises it?
Answer:
Answer the following questions: a. What is the Internet? Who controls and supervises it?
Explanation:
True or False: People who indicate a willingness to make either
an oral presentation or present a poster may increase the
likelihood that their abstracts will be accepted for the
conference.
False: Indicating a willingness to make either an oral presentation or present a poster does not necessarily increase the likelihood of abstract acceptance for a conference. The decision to accept abstracts is typically based on the quality and relevance of the research rather than the presentation format preference of the submitter.
Conference organizers typically evaluate abstracts based on criteria such as originality, scientific rigor, methodology, significance of findings, and alignment with the conference theme. The selection process aims to curate a program that represents high-quality research and diverse perspectives. While some conferences may have specific guidelines or requirements for presentation formats, these are typically separate considerations from the acceptance decision.
Abstracts are often reviewed through a blind peer-review process, where reviewers assess the content without knowledge of the presenters or their presentation preferences. The focus is on the scientific merit and contribution of the research. Therefore, indicating a willingness to present in a particular format may not influence the acceptance outcome, as it is primarily determined by the quality and relevance of the submitted abstract.
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It shows a larger thumbnail of the selected design and any available settings can be changed.
A. Margin guides
B. Customizable guides
C. Guides
D. Task pane
Answer:
customizable guides
thank u ❤
Who is famous for his three laws of robotics?
Answer:
The Correct answer is Isaac Asimov
Explanation:
Science fiction already envisioned this problem and has suggested various potential solutions. They were designed to prevent robots harming humans.
What is a System software that serve as a platform/supports other programs/software in a computer system
Answer:
Operating system.
Explanation:
An operating system is a program, or rather, a macro program or set of programs, whose function is to control the computer hardware, and allow the correct operation of the software installed on it, serving as a platform for it. In this way, the operating system allows, basically, the use of the computer in a functional way by the user, who will be able to run different programs and use different hardware thanks to the previous installation of the operating system. The most common operating systems today are Windows and macOS.
platforms that enable users to create a profile, specify which users they can connect with, and connect with other users are known as
Platforms that enable users to create a profile, specify which users they can connect with, and connect with other users are known as
social networking sites.
What is a social networking site?A social networking site is sometimes referred to as social network and it can be defined as a collection of Internet software applications and websites (platforms) which are designed and developed in order to avail end users with similar interests, an ability to connect, add, share, and discuss different information, as well as enhance remote connection, collaboration and debates (discussions) between community members over the Internet.
Additionally, some examples of a social networking site include the following:
Twi-tterFace-bookTi-kT-okInst-agr-amHangoutYou-tubeIn this context, we can reasonably infer and logically deduce that social networking sites can help connect users such as employees to other employees with similar professional interests.
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Complete Question:
Platforms that enable users to create a profile, specify which users they can connect with, and connect with other users are known as
____________ _____________ sites.