My Blog

Category: Software Engineering & Algorithms

  • [Solved] binary classification problem with ensemble learning.

    ✓ Verified Academic Solution Available

    Executive Solution Overview

    [>Machine Learning homework help](https://www.sweetstudy.com/fields/computer-science-machine-learning) Consider a binary classification problem with an ensemble learning algorithm that uses simple majority voting among K learned hypotheses. Suppose that each hypothesis has error E and that the error…

    Instant Solution Download

    $6.99

    Immediate access to the full model answer, formatted citations, and rubric breakdown.

    Need a Fresh Custom Paper?

    Have this question answered from scratch according to your specific instructions and deadline.

    Order on TutorsGallery →

    Assignment Prompt & Instructions

    [>Machine Learning homework help](https://www.sweetstudy.com/fields/computer-science-machine-learning)

    Consider a binary classification problem with an ensemble learning algorithm that uses simple majority voting among K learned hypotheses. Suppose that each hypothesis has error E and that the errors made by each hypothesis are independent of the others. Calculate a formula for the error of the ensemble algorithm in terms of K and E, and evaluate it for the cases where K =5, 11, and 21 and E=0.1, 0.2, and 0.4. If the independence assumption is removed, is it possible for the ensemble error to be worse than E?

    – 2 years ago

  • [Solved] Help with APA cite FON

    ✓ Verified Academic Solution Available

    Executive Solution Overview

    APA cite help – 2 years ago **files (1)** – ## FON241LL_Lesson_1_Lab.docx **## FON241LL_Lesson_1_Lab.docx** **Cite all sources of information, including your textbook, using last name and page numbers in parenthesis in the text; for example: (Author(s)’ last name, year, p. ###). Provide a reso…

    Instant Solution Download

    $6.99

    Immediate access to the full model answer, formatted citations, and rubric breakdown.

    Need a Fresh Custom Paper?

    Have this question answered from scratch according to your specific instructions and deadline.

    Order on TutorsGallery →

    Assignment Prompt & Instructions

    APA cite help

    – 2 years ago

    **files (1)**

    – ## FON241LL_Lesson_1_Lab.docx

    **## FON241LL_Lesson_1_Lab.docx**

    **Cite all sources of information, including your textbook, using last name and page numbers in parenthesis in the text; for example: (Author(s)’ last name, year, p. ###). Provide a resource list at the conclusion of the assignment formatted as in this example: Author(s)’ last name, first initial(s). (year). Title in italics. Location of publisher: Publisher or retrieval information.**

    **FON241LL**

    **Lesson 1 Lab 1**

    **Lab and Food Safety & Scientific Method**

    1. You are a research assistant working on a project to figure out how much vitamin C is in different commercial juices. You’ll be adding various chemicals to the juices and testing them. Describe at least three lab safety precautions you’ll take to avoid injury and explain why you chose these actions. (10 points)

    2. As you’re working with the juices and chemicals, you accidentally knock over one of the beakers containing the chemical solution and splash a little on your hand. This solution is acidic and can be caustic to skin. What should you do first? How would you proceed to clean up this spill? (15 points)

    3. You recently attended a family reunion picnic, and shortly after, you heard through the family grapevine that many of the attendees had the “stomach flu” after the picnic. Since you’re taking a nutrition course, you understand that this may be a foodborne illness and are determined to track the source from foods at the picnic. Choose one common picnic food, and using the FAT TOM food safety conditions, explain how this pathogen could have been transmitted. (20 points)

    4. Consider all that you’ve learned about lab safety in this lesson and provide two examples for how you could apply this knowledge to your everyday life as a non-scientist. Be sure to relate your experiences to specific lab safety procedures. (15 points)

    5.
    Think of a question you’ve had about something around you. Maybe it’s a manufacturer’s claim about a product or how two substances would interact. Design a hypothetical research study using the steps of scientific method to attempt to answer this question. (25 points)

    6. Although you may not realize it, you use the steps of scientific method in daily life to solve problems. Consider the following:

    You put two slices of bread in the toaster for breakfast, push the button and nothing happens! Explain how you figure out the problem using the steps of scientific method. (15 points)

    **## FON241LL_Lesson_1_Lab.docx**

    **Cite all sources of information, including your textbook, using last name and page numbers in parenthesis in the text; for example: (Author(s)’ last name, year, p. ###). Provide a resource list at the conclusion of the assignment formatted as in this example: Author(s)’ last name, first initial(s). (year). Title in italics. Location of publisher: Publisher or retrieval information.**

    **FON241LL**

    **Lesson 1 Lab 1**

    **Lab and Food Safety & Scientific Method**

    1. You are a research assistant working on a project to figure out how much vitamin C is in different commercial juices. You’ll be adding various chemicals to the juices and testing them. Describe at least three lab safety precautions you’ll take to avoid injury and explain why you chose these actions. (10 points)

    2. As you’re working with the juices and chemicals, you accidentally knock over one of the beakers containing the chemical solution and splash a little on your hand. This solution is acidic and can be caustic to skin. What should you do first? How would you proceed to clean up this spill? (15 points)

    3. You recently attended a family reunion picnic, and shortly after, you heard through the family grapevine that many of the attendees had the “stomach flu” after the picnic. Since you’re taking a nutrition course, you understand that this may be a foodborne illness and are determined to track the source from foods at the picnic. Choose one common picnic food, and using the FAT TOM food safety conditions, explain how this pathogen could have been transmitted. (20 points)

    4. Consider all that you’ve learned about lab safety in this lesson and provide two examples for how you could apply this knowledge to your everyday life as a non-scientist. Be sure to relate your experiences to specific lab safety procedures. (15 points)

    5.
    Think of a question you’ve had about something around you. Maybe it’s a manufacturer’s claim about a product or how two substances would interact. Design a hypothetical research study using the steps of scientific method to attempt to answer this question. (25 points)

    6. Although you may not realize it, you use the steps of scientific method in daily life to solve problems. Consider the following:

    You put two slices of bread in the toaster for breakfast, push the button and nothing happens! Explain how you figure out the problem using the steps of scientific method. (15 points)

  • [Solved] Computer Science Assignment

    ✓ Verified Academic Solution Available

    Executive Solution Overview

    4 pages – 2 years ago **files (1)** – ## OperationalExcellence_Week_4.docx **## OperationalExcellence_Week_4.docx** **Operational Excellence** [**Week 4 Assignment**](https://ucumberlands.blackboard.com/webapps/assignment/uploadAssignment?content_id=_7177684_1&course_id=_173585_1&group_id=&mode=…

    Instant Solution Download

    $6.99

    Immediate access to the full model answer, formatted citations, and rubric breakdown.

    Need a Fresh Custom Paper?

    Have this question answered from scratch according to your specific instructions and deadline.

    Order on TutorsGallery →

    Assignment Prompt & Instructions

    4 pages

    – 2 years ago

    **files (1)**

    – ## OperationalExcellence_Week_4.docx

    **## OperationalExcellence_Week_4.docx**

    **Operational Excellence**

    [**Week 4 Assignment**](https://ucumberlands.blackboard.com/webapps/assignment/uploadAssignment?content_id=_7177684_1&course_id=_173585_1&group_id=&mode=view)

    1)
    **Information Systems for Business and Beyond Questions:**

    · Chapter 4 – study questions 1-13, Exercise 4, 5, & 6 (only one or 2 line answers)

    1. What is the difference between data, information, and knowledge?

    2. Explain in your own words how the data component relates to the hardware and software components of information systems.

    3. What is the difference between quantitative data and qualitative data? In what situations could the number 42 be considered qualitative data?

    4. What are the characteristics of a relational database?

    5. When would using a personal DBMS make sense?

    6. What is the difference between a spreadsheet and a database? List three differences between them.

    7. Describe what the term
    _normalization_ means.

    8. Why is it important to define the data type of a field when designing a relational database?

    9. Name a database you interact with frequently. What would some of the field names be?

    10. What is metadata?

    11. Name three advantages of using a data warehouse.

    12. What is data mining?

    13. In your own words, explain the difference between supervised learning and unsupervised learning. Give an example of each (not from the book).

    **Exercise –**

    1. Do some original research and find two examples of data mining. Summarize each example and then write about what the two examples have in common.

    2. Conduct some independent research on the process of business intelligence. Using at least two scholarly or practitioner sources, write a two-page paper giving examples of how business intelligence is being used.

    3. Conduct some independent research on the latest technologies being used for knowledge management. Using at least two scholarly or practitioner sources, write a two-page paper giving examples of software applications or new technologies being used in this field.

    **2) Information Technology and Organizational Learning Questions**

    · Chapter 4 – Review the section on Linear Development in Learning Approaches.  Discuss how learning changes over time impact organizational culture.  What is the impact of this cultural change on the success of IT projects?

    The above submission should be one page in length and adhere to APA formatting standards.

    **Remember the page length does not include the APA cover page or any references**

    Note the first assignment should be in one section and the second section should have the information from the Information Technology and Organizational Learning assignment.  The paper requirements for the two-pages applies to the second part of the assignment directly related to the Information Technology and Organizational Learning assignment.

    Text Book –

    1) Information Systems for Business and Beyond Questions:

    [**https://opentextbook.site/informationsystems2019/**](https://opentextbook.site/informationsystems2019/)

    2) Text book attached to this.

    **## OperationalExcellence_Week_4.docx**

    **Operational Excellence**

    [**Week 4 Assignment**](https://ucumberlands.blackboard.com/webapps/assignment/uploadAssignment?content_id=_7177684_1&course_id=_173585_1&group_id=&mode=view)

    1)
    **Information Systems for Business and Beyond Questions:**

    · Chapter 4 – study questions 1-13, Exercise 4, 5, & 6 (only one or 2 line answers)

    1. What is the difference between data, information, and knowledge?

    2. Explain in your own words how the data component relates to the hardware and software components of information systems.

    3. What is the difference between quantitative data and qualitative data? In what situations could the number 42 be considered qualitative data?

    4. What are the characteristics of a relational database?

    5. When would using a personal DBMS make sense?

    6. What is the difference between a spreadsheet and a database? List three differences between them.

    7. Describe what the term
    _normalization_ means.

    8. Why is it important to define the data type of a field when designing a relational database?

    9. Name a database you interact with frequently. What would some of the field names be?

    10. What is metadata?

    11. Name three advantages of using a data warehouse.

    12. What is data mining?

    13. In your own words, explain the difference between supervised learning and unsupervised learning. Give an example of each (not from the book).

    **Exercise –**

    1. Do some original research and find two examples of data mining. Summarize each example and then write about what the two examples have in common.

    2. Conduct some independent research on the process of business intelligence. Using at least two scholarly or practitioner sources, write a two-page paper giving examples of how business intelligence is being used.

    3. Conduct some independent research on the latest technologies being used for knowledge management. Using at least two scholarly or practitioner sources, write a two-page paper giving examples of software applications or new technologies being used in this field.

    **2) Information Technology and Organizational Learning Questions**

    · Chapter 4 – Review the section on Linear Development in Learning Approaches.  Discuss how learning changes over time impact organizational culture.  What is the impact of this cultural change on the success of IT projects?

    The above submission should be one page in length and adhere to APA formatting standards.

    **Remember the page length does not include the APA cover page or any references**

    Note the first assignment should be in one section and the second section should have the information from the Information Technology and Organizational Learning assignment.  The paper requirements for the two-pages applies to the second part of the assignment directly related to the Information Technology and Organizational Learning assignment.

    Text Book –

    1) Information Systems for Business and Beyond Questions:

    [**https://opentextbook.site/informationsystems2019/**](https://opentextbook.site/informationsystems2019/)

    2) Text book attached to this.

  • [Solved] Research

    ✓ Verified Academic Solution Available

    Executive Solution Overview

    In-depth study guidance and analytical solution covering Research.

    Instant Solution Download

    $6.99

    Immediate access to the full model answer, formatted citations, and rubric breakdown.

    Need a Fresh Custom Paper?

    Have this question answered from scratch according to your specific instructions and deadline.

    Order on TutorsGallery →

    Assignment Prompt & Instructions

    Full assignment prompt and step-by-step guidance are included in the downloadable solution file.

  • [Solved] help

    ✓ Verified Academic Solution Available

    Executive Solution Overview

    In-depth study guidance and analytical solution covering help.

    Instant Solution Download

    $6.99

    Immediate access to the full model answer, formatted citations, and rubric breakdown.

    Need a Fresh Custom Paper?

    Have this question answered from scratch according to your specific instructions and deadline.

    Order on TutorsGallery →

    Assignment Prompt & Instructions

    Full assignment prompt and step-by-step guidance are included in the downloadable solution file.

  • [Solved] Activation Function

    ✓ Verified Academic Solution Available

    Executive Solution Overview

    [>Machine Learning homework help](https://www.sweetstudy.com/fields/computer-science-machine-learning) Suppose you had a neural network with linear activation functions. That is, for each unit the output is some constant c times the weighted sum of the inputs. 1. Assume that the network has one hidd…

    Instant Solution Download

    $6.99

    Immediate access to the full model answer, formatted citations, and rubric breakdown.

    Need a Fresh Custom Paper?

    Have this question answered from scratch according to your specific instructions and deadline.

    Order on TutorsGallery →

    Assignment Prompt & Instructions

    [>Machine Learning homework help](https://www.sweetstudy.com/fields/computer-science-machine-learning)

    Suppose you had a neural network with linear activation functions. That is, for each unit the output is some constant c times the weighted sum of the inputs.

    1. Assume that the network has one hidden layer. For a given assignment to the weights w, write down equations for the value of the units in the output layer as a function of w and the input layer x, without any explicit mention of the output of the hidden layer. Show that there is a network with no hidden units that computes the same function.
    2. Repeat the calculation in part (a), but this time do it for a network with any number of hidden layers.
    3. Suppose a network with one hidden layer and linear activation functions has n input and output nodes and h hidden nodes. What effect does the transformation in part (a) to a network with no hidden layers have on the total number of weights? Discuss the case h << n.

    – 2 years ago

  • [Solved] 5pg

    ✓ Verified Academic Solution Available

    Executive Solution Overview

    In-depth study guidance and analytical solution covering 5pg.

    Instant Solution Download

    $6.99

    Immediate access to the full model answer, formatted citations, and rubric breakdown.

    Need a Fresh Custom Paper?

    Have this question answered from scratch according to your specific instructions and deadline.

    Order on TutorsGallery →

    Assignment Prompt & Instructions

    Full assignment prompt and step-by-step guidance are included in the downloadable solution file.

  • [Solved] Database Project

    ✓ Verified Academic Solution Available

    Executive Solution Overview

    – 2 years ago **files (1)** – ICT200DATABASEDESIGNANDDEVELOPMENTT3241.pdf **ICT200DATABASEDESIGNANDDEVELOPMENTT3241.pdf** This file is too large to display. [View in new window](https://www.sweetstudy.com/files/ict200databasedesignanddevelopmentt3241-pdf) **ICT200DATABASEDESIGNANDDEVELOPMENTT3241.pd…

    Instant Solution Download

    $6.99

    Immediate access to the full model answer, formatted citations, and rubric breakdown.

    Need a Fresh Custom Paper?

    Have this question answered from scratch according to your specific instructions and deadline.

    Order on TutorsGallery →

    Assignment Prompt & Instructions

    – 2 years ago

    **files (1)**

    – ICT200DATABASEDESIGNANDDEVELOPMENTT3241.pdf

    **ICT200DATABASEDESIGNANDDEVELOPMENTT3241.pdf**

    This file is too large to display. [View in new window](https://www.sweetstudy.com/files/ict200databasedesignanddevelopmentt3241-pdf)

    **ICT200DATABASEDESIGNANDDEVELOPMENTT3241.pdf**

    This file is too large to display. [View in new window](https://www.sweetstudy.com/files/ict200databasedesignanddevelopmentt3241-pdf)

  • [Solved] neural networks that computes the XOR

    ✓ Verified Academic Solution Available

    Executive Solution Overview

    [>Machine Learning homework help](https://www.sweetstudy.com/fields/computer-science-machine-learning) ### [**Project 2: neural networks that computes the XOR**](https://ucumberlands.blackboard.com/webapps/assignment/uploadAssignment?content_id=_7117849_1&course_id=_172958_1&group_id=&mode=view) 1. …

    Instant Solution Download

    $6.99

    Immediate access to the full model answer, formatted citations, and rubric breakdown.

    Need a Fresh Custom Paper?

    Have this question answered from scratch according to your specific instructions and deadline.

    Order on TutorsGallery →

    Assignment Prompt & Instructions

    [>Machine Learning homework help](https://www.sweetstudy.com/fields/computer-science-machine-learning)

    ### [**Project 2: neural networks that computes the XOR**](https://ucumberlands.blackboard.com/webapps/assignment/uploadAssignment?content_id=_7117849_1&course_id=_172958_1&group_id=&mode=view)

    1. Construct by hand a neural network that computes the XOR function of two inputs. Make sure to specify what sort of units you are using.
    2. Show how to build neural network with no hidden layer to implement XOR. If this is not possible, explain why that is so.

    – 2 years ago

  • [Solved] WK4 Discussion and Replies

    ✓ Verified Academic Solution Available

    Executive Solution Overview

    Please see attachment for instructions – 2 years ago **files (1)** – ## WK4DiscussionandRepliesInstructions.docx **## WK4DiscussionandRepliesInstructions.docx** **W4 Discussion Instructions:** Trends in LANs and MANs **In 250 word, answer the questions below with 4 evidence base scholarly articles i…

    Instant Solution Download

    $6.99

    Immediate access to the full model answer, formatted citations, and rubric breakdown.

    Need a Fresh Custom Paper?

    Have this question answered from scratch according to your specific instructions and deadline.

    Order on TutorsGallery →

    Assignment Prompt & Instructions

    Please see attachment for instructions

    – 2 years ago

    **files (1)**

    – ## WK4DiscussionandRepliesInstructions.docx

    **## WK4DiscussionandRepliesInstructions.docx**

    **W4 Discussion Instructions:** Trends in LANs and MANs

    **In 250 word, answer the questions below with 4 evidence base scholarly articles in APA format.**

    1. Discuss a technology trend in local area networks (LANs) and metro area networks (MANs) that you deem important.

    2. Explain your rationale.

    **In 400 word total, replying to the 2 post below. Each reply must be 200 word.**

    **C.W Post #1**

    Metropolitan Area Networks (MANs) play a crucial role in the digital landscape of contemporary cities and regions. These networks provide a robust framework that supports various applications, facilitating seamless communication and connectivity among users. By enhancing data transfer speeds and reliability, MANs significantly boost operational efficiency for businesses and public services alike. They create an environment that fosters innovation and enables the development of smart city initiatives and various technological advancements that benefit the community as a whole.

    The advancement of Metropolitan Area Networks (MANs) is closely connected to ongoing innovations in networking technology. As these technologies evolve, several key trends are expected to profoundly impact the development and utilization of MANs across different settings. These trends will not only enhance the efficiency and performance of MANs but also expand their applications within urban areas, improving connectivity and communication within communities.

    One key trend reshaping metropolitan area networks is the rapid advancement of the Internet of Things (IoT). This cutting-edge technology is broadening the scope of MANs, transforming them from networks that primarily serve traditional computing devices into robust systems that integrate a wide range of smart devices and sensors. As these innovations are integrated into urban environments, they enable more effective resource management. For instance, smart lighting systems can adjust brightness based on real-time data, while intelligent traffic control solutions can optimize vehicle flow to reduce congestion and enhance safety. Additionally, environmental monitoring sensors can track air quality and other vital metrics, ensuring a healthier urban landscape. Collectively, these advancements are crucial for the evolution of smarter, more interconnected cities, ultimately leading to a better quality of life for residents and a more sustainable future.

    References:

    Donahue, G. A., (2018). Network Warrior.
    [https://www.google.com/books/edition/Network_Warrior/wf-Vncr3WOAC](https://www.google.com/books/edition/Network_Warrior/wf-Vncr3WOAC)

    Metropolitan Area Network (MAN), (2024). Bridging Cities and Large Campuses – SolveForce Communications.
    [https://solveforce.com/metropolitan-area-network-man-bridging-cities-and-large-campuses/](https://solveforce.com/metropolitan-area-network-man-bridging-cities-and-large-campuses/)

    Townsend, A.M., (2022). Smart Cities: Big Data, Civic Hackers, and the Quest for a New Utopia.
    [https://www.google.com/books/edition/Smart_Cities_Big_Data_Civic_Hackers_and/PSsGAQAAQBAJ](https://www.google.com/books/edition/Smart_Cities_Big_Data_Civic_Hackers_and/PSsGAQAAQBAJ)

    **C.E Post #2:**

    A major development in Local Area Networks (LANs) and Metro Area Networks (MANs) right now is the shift towards Wi-Fi 6 and Wi-Fi 6E technology. As more businesses and homes depend on wireless connections, this shift is changing the way devices connect to networks. It provides faster speeds, more capacity, and better performance, especially in places with lots of devices (Robinson, n.d).

    Wi-Fi 6, or 802.11ax, brings several upgrades compared to older Wi-Fi standards, including a technology called OFDMA (Orthogonal Frequency Division Multiple Access) (Robinson, n.d). These technologies enable multiple devices to connect to the router at once, instead of each device having to wait its turn. As a result, Wi-Fi 6 cuts down on delays and boosts data speeds, making it perfect for places with lots of connected devices, like offices and schools (Brittain, 2023).

    Wi-Fi 6E builds on Wi-Fi 6 by opening the 6 GHz band, providing extra bandwidth and lessening network traffic (Robinson, n.d). By adding the 6 GHz band, Wi-Fi 6E reduces interference and makes it easier to handle demanding applications like virtual reality (VR) and high-definition video streaming in 4K and 8K. This is crucial in metro networks, where busy urban areas often face interference because of the heavy amount of Wi-Fi traffic. Wi-Fi 6E also brings power-saving features like Target Wake Time (TWT), which are perfect for crowded IoT networks with lots of battery-powered devices and sensors connected (Robinson, n.d). This feature significantly enhances efficiency and helps conserve battery life.

    The growing need for Wi-Fi 6 and 6E comes from the rise in connected devices, the expansion of the Internet of Things (IoT), and the increasing demand for high-performance applications. As the number of smart devices keeps growing, LANs and MANs need to adapt to offer faster speeds, more reliable connections, and a better overall experience for users. Wi-Fi 6 and Wi-Fi 6E tackle these issues by improving network efficiency and boosting data speeds, making sure local and metro networks can keep up with the increasing need for reliable connectivity.

    References:

    Robinson, K. (n.d.). Fi 6 and Wi-Fi 6E: The key to IOT. Wi-Fi 6 and Wi-Fi 6E: The Key to IoT.
    [https://www.wi-fi.org/beacon/kevin-robinson/wi-fi-6-and-wi-fi-6e-the-key-to-iot](https://www.wi-fi.org/beacon/kevin-robinson/wi-fi-6-and-wi-fi-6e-the-key-to-iot)

    Brittain, A.-M. (2023, June). WIFI 6 vs WIFI 6E: A short guide. HP® Tech Takes.
    [https://www.hp.com/us-en/shop/tech-takes/wifi-6-vs-6e](https://www.hp.com/us-en/shop/tech-takes/wifi-6-vs-6e)

    **## WK4DiscussionandRepliesInstructions.docx**

    **W4 Discussion Instructions:** Trends in LANs and MANs

    **In 250 word, answer the questions below with 4 evidence base scholarly articles in APA format.**

    1. Discuss a technology trend in local area networks (LANs) and metro area networks (MANs) that you deem important.

    2. Explain your rationale.

    **In 400 word total, replying to the 2 post below. Each reply must be 200 word.**

    **C.W Post #1**

    Metropolitan Area Networks (MANs) play a crucial role in the digital landscape of contemporary cities and regions. These networks provide a robust framework that supports various applications, facilitating seamless communication and connectivity among users. By enhancing data transfer speeds and reliability, MANs significantly boost operational efficiency for businesses and public services alike. They create an environment that fosters innovation and enables the development of smart city initiatives and various technological advancements that benefit the community as a whole.

    The advancement of Metropolitan Area Networks (MANs) is closely connected to ongoing innovations in networking technology. As these technologies evolve, several key trends are expected to profoundly impact the development and utilization of MANs across different settings. These trends will not only enhance the efficiency and performance of MANs but also expand their applications within urban areas, improving connectivity and communication within communities.

    One key trend reshaping metropolitan area networks is the rapid advancement of the Internet of Things (IoT). This cutting-edge technology is broadening the scope of MANs, transforming them from networks that primarily serve traditional computing devices into robust systems that integrate a wide range of smart devices and sensors. As these innovations are integrated into urban environments, they enable more effective resource management. For instance, smart lighting systems can adjust brightness based on real-time data, while intelligent traffic control solutions can optimize vehicle flow to reduce congestion and enhance safety. Additionally, environmental monitoring sensors can track air quality and other vital metrics, ensuring a healthier urban landscape. Collectively, these advancements are crucial for the evolution of smarter, more interconnected cities, ultimately leading to a better quality of life for residents and a more sustainable future.

    References:

    Donahue, G. A., (2018). Network Warrior.
    [https://www.google.com/books/edition/Network_Warrior/wf-Vncr3WOAC](https://www.google.com/books/edition/Network_Warrior/wf-Vncr3WOAC)

    Metropolitan Area Network (MAN), (2024). Bridging Cities and Large Campuses – SolveForce Communications.
    [https://solveforce.com/metropolitan-area-network-man-bridging-cities-and-large-campuses/](https://solveforce.com/metropolitan-area-network-man-bridging-cities-and-large-campuses/)

    Townsend, A.M., (2022). Smart Cities: Big Data, Civic Hackers, and the Quest for a New Utopia.
    [https://www.google.com/books/edition/Smart_Cities_Big_Data_Civic_Hackers_and/PSsGAQAAQBAJ](https://www.google.com/books/edition/Smart_Cities_Big_Data_Civic_Hackers_and/PSsGAQAAQBAJ)

    **C.E Post #2:**

    A major development in Local Area Networks (LANs) and Metro Area Networks (MANs) right now is the shift towards Wi-Fi 6 and Wi-Fi 6E technology. As more businesses and homes depend on wireless connections, this shift is changing the way devices connect to networks. It provides faster speeds, more capacity, and better performance, especially in places with lots of devices (Robinson, n.d).

    Wi-Fi 6, or 802.11ax, brings several upgrades compared to older Wi-Fi standards, including a technology called OFDMA (Orthogonal Frequency Division Multiple Access) (Robinson, n.d). These technologies enable multiple devices to connect to the router at once, instead of each device having to wait its turn. As a result, Wi-Fi 6 cuts down on delays and boosts data speeds, making it perfect for places with lots of connected devices, like offices and schools (Brittain, 2023).

    Wi-Fi 6E builds on Wi-Fi 6 by opening the 6 GHz band, providing extra bandwidth and lessening network traffic (Robinson, n.d). By adding the 6 GHz band, Wi-Fi 6E reduces interference and makes it easier to handle demanding applications like virtual reality (VR) and high-definition video streaming in 4K and 8K. This is crucial in metro networks, where busy urban areas often face interference because of the heavy amount of Wi-Fi traffic. Wi-Fi 6E also brings power-saving features like Target Wake Time (TWT), which are perfect for crowded IoT networks with lots of battery-powered devices and sensors connected (Robinson, n.d). This feature significantly enhances efficiency and helps conserve battery life.

    The growing need for Wi-Fi 6 and 6E comes from the rise in connected devices, the expansion of the Internet of Things (IoT), and the increasing demand for high-performance applications. As the number of smart devices keeps growing, LANs and MANs need to adapt to offer faster speeds, more reliable connections, and a better overall experience for users. Wi-Fi 6 and Wi-Fi 6E tackle these issues by improving network efficiency and boosting data speeds, making sure local and metro networks can keep up with the increasing need for reliable connectivity.

    References:

    Robinson, K. (n.d.). Fi 6 and Wi-Fi 6E: The key to IOT. Wi-Fi 6 and Wi-Fi 6E: The Key to IoT.
    [https://www.wi-fi.org/beacon/kevin-robinson/wi-fi-6-and-wi-fi-6e-the-key-to-iot](https://www.wi-fi.org/beacon/kevin-robinson/wi-fi-6-and-wi-fi-6e-the-key-to-iot)

    Brittain, A.-M. (2023, June). WIFI 6 vs WIFI 6E: A short guide. HP® Tech Takes.
    [https://www.hp.com/us-en/shop/tech-takes/wifi-6-vs-6e](https://www.hp.com/us-en/shop/tech-takes/wifi-6-vs-6e)