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    *Assignment 2: Proposal for the Final Project **

    **Overview: **

    Assignment 2 serves as the groundwork for your final project in this course. You are tasked with crafting and presenting a proposal that outlines a solution to a real-world problem through the application of machine learning techniques discussed in class. This proposal should aim to innovate or improve upon existing solutions by integrating a limited proportion (no more than 30%) of external methods or technologies. If such external resources are utilized, your team must thoroughly explain their relevance and application within the context of your project.

    The final projects should target real-life applications in the UAE context. The project could aim to contribute to the development of to offer inclusive services in healthcare, agricultural analytics, tourism and crowd management, or ICT advancements in the public sector. Alternatively, you can propose another project that is in line with .

    **Data Sources: **

    Ideally, if you can access data, you should use local data from UAE resources which will ensure the relevance and applicability of your work. In case of problems accessing data, you can use other data resources that contain relevant data for your project. You can use datasets from reputable sources such as , , or dedicated machine learning dataset repositories like . In case you use external resources, you should provide a short plan of how data could be collected in UAE context.

    **Proposal Components: **

    _Section 1: Problem Statement _

    What is the problem/challenge?

    Why is it important to solve this problem/challenge?

    Is this problem new? Explain

    Who will be the user of your product?

    How is this problem relevant in the context of the UAE?

    _Section 2: Dataset _

    Describe the dataset used for solving the problem

    How many features (columns) and instances (rows) are available in the dataset?

    Provide information such as missing values, outliers, and so on.

    _Section 3: Summary of Existing Solutions _

    Detail the pre-processing steps typically applied to the data.

    List the models that have been tested in previous studies.

    Report on the performance outcomes of these models.

    Limitations of existing solutions

    At least 10 references should be included in this part

    _Section 4: Project Implementation Plan _

    For projects without prior implementations, enumerate the processes and machine learning techniques you intend to apply.

    For projects improving upon existing solutions, outline the modifications, additional tests, or different approaches you plan to implement.

    **Evaluation Criteria: **

    Your proposal will be assessed based on the clarity, innovation, and feasibility of your problem and proposed solution.

    **Submission Requirements: **

    Your submission should consist of a 3-4 page document (in PDF format) summarizing your project proposal. This document must be prepared in accordance with the provided guidelines and submitted by the specified deadline. Your instructor will provide feedback on the proposal. It is important to incorporate that feedback in the final project, which will be based on this assignment.

    **Key Areas of Focus: **

    Proper formatting and presentation of the proposal

    Answering all expected parts

    Novelty and significance of the identified problem

    Study of the existing solutions and their limitations to the identified problem

    Benefit to and context of the UAE for your problem

    Problem identification based on thorough research of UAE problems that can be solved via machine learning or deep learning

    **Real-World Application: **

    Clearly articulate the real-world problem your project addresses, particularly within the UAE context.

    Discuss potential challenges in data collection, model implementation, or application.

    Explain how your solution can make a tangible impact in the specified scenario.

    **Final Note: **

    The objective is to propose a project that not only showcases your understanding and application of machine learning techniques but also contributes meaningfully to solving practical problems.

    Learning Outcomes Added

    • : Explain why overfitting occurs and how it can be avoided.
    • : Apply a range of common model performance metrics (e.g. classification accuracy, recall, precision).
    • : Select appropriate classification methods in both supervised and unsupervised tasks.
  • Writing Question

    In 500 words or more, write a literacy narrative that tells the story of a specific experience you have had with reading, writing, or language.

    Your essay should address the following:

    • Narrate the experience.
      Describe what happened, when it occurred, and why it stands out as meaningful. Focus on concrete details rather than general statements.
    • Make a connection.
      Compare your experience to Amy Tans Mother Tongue.” How are the experiences similar or different?
    • Reflect on what you learned.
      Explain what this experience taught you about reading, writing, language, or yourself as a communicator.

    Guideline

    1. Focus on one main experience, not a list of moments.
    2. Write in a narrative style, using description and reflection.
    3. You may reference course readings, but this essay does not require outside research.This essay should follow MLA Format. If you reference a course reading, include a brief in-text citation. A Works Cited page is not required for this assignment.
    4. Use a 12-point font.
    5. Use double spacing.
  • SCOW 6311 WALDEN UNITVERSITY SW Practice Res II

    Outlining a Program-Level Logic Model

    It is unlikely that an idea for a program will get instant support from stakeholders. Rather, social workers must typically present a proposal that demonstrates critical thought and shows the need for such a program. In other situations, social workers may submit requests for funding on behalf of their agencies. Funding organizations may require a detailed proposal, which often includes a logic model showing the programs elements.

    Using a logic model, social workers can systematically analyze a proposed new program and how those various elements relate to each other. At the program level, the logic model establishes the connection between the resources needed, the program activities, and the anticipated outputs and outcomes. It may also include ways of measuring success. The logic model can provide a clear picture of the program for all stakeholdersand funding organizations, if applicable.

    In this Assignment, you generate a logic model for the program you began to develop last week.

    Using a logic model, social workers can systematically analyze a proposed new program and how those various elements relate to each other. At the program level, the logic model establishes the connection between the resources needed, the program activities, and the anticipated outputs and outcomes. It may also include ways of measuring success. The logic model can provide a clear picture of the program for all stakeholdersand funding organizations, if applicable.

    In this Assignment, you generate a logic model for the program you began to develop last week.

    To Prepare

    • Return, again, to the program that you identified last week based on the observed need.
    • Think about the resources that would be required to implement the program, such as time and money; program activities such training; outputs such as number of clients attending; and outcomes.
    • Review the example on page 116 of the course text, and see the Logic Model Table document in the Learning Resources for assistance with format.

    SUBMIT

    Submit the following:

    • A completed program-level logic model outline (in table format) in which you consider inputs, activities, outputs, and outcomes.
    • Elaborate on your program-level logic model in 1 to 2 paragraphs. Include:
      • The aim/goal of the program and proposed program activities
      • Outputs and outcomes
      • Reflection on how creating the logic model has helped you understand and envision the new program

    Use the Learning Resources and peer-reviewed scholarly journal articles to support your logic model and reflection. Make sure to include appropriate APA citations and a reference list.

    Resources

    • Dudley, J. R. (2020). Social work evaluation: Enhancing what we do (3rd ed.). Oxford University Press.
      • Chapter 6, Needs Assessments (pp. 115147)
  • Cyber Security Question

    provide multiple zero trust architecture and NIST CSF 2.0 framework implementation examples based on the above reference architecture diagram and present them in a security architecture implementation plan. Recall that key components of implementing a zero trust architecture include:

  • History Question

    The Anti-Slavery movement took a decided turn in the 1830s as abolitionist sentiment
    shifted in tone and message. How did the Anti-Slavery movement change, what key
    arguments did abolitionists make, and how did some Southerners challenge those views?
    Use evidence from the assigned primary sources to write a well-developed, convincing
    essay that answers the above questions (minimum 350 words).

  • Studypool Professional

    It has to be a word doc with the configuration and solution and a file on packet tracer that I will send him on teams and he will ping the pc to check if it works

  • Marketing Question

    Please see the attached below for instructions, let me know if you have any questions.

  • Exploring cyber bullying

    Step 1: Access OverDrive

    • Go to the
    • Locate and open OverDrive
    • Browse or search for a technology-related magazine

    Example (optional): Hackercool Magazine January 2026 issue, Ethical Hacking As A Career Reality Check

    Step 2: Select an Article

    • Choose one article related to cybersecurity, hacking, privacy, or digital identity

    Step 3: Create an MLA Citation

    • Create a proper MLA citation for your article
    • You may use:

    Quick Tip: Evaluating Sources

    You are not expected to be an expert yet. Just start by asking:

    • Who created this content?
    • Why was it created?
    • Can I trust the information?

    A short, thoughtful response is enough for this activity.

    Step 4: Submit the Following

    • A screenshot showing the article in OverDrive
    • The MLA citation
    • Short Responses (75150 words total)
      • Article Summary:
        • What is the title of the article and magazine?
        • What is one key idea from the article?
      • Connection to This Week:
        • Identify one key term from this week (for example: cybersecurity, vulnerability, phishing, digital identity, or online reputation)
        • Explain how it connects to the article or what lesson you learned from the article
      • Credibility Check:
        • Do you think this is a reliable source?
        • Use one factor to explain your answer:
          • author or publisher
          • currency (is it up to date?)
          • evidence or examples

    Tip: A short demo video is provided to help you get started with OverDrive and MLA citations.

    Watch: How to Find and Cite an Article

    Use this short demo video as a guide. It shows how to:

    • Access OverDrive through the VVC Library
    • Find a technology magazine article
    • Create an MLA citation using MyBib

    Tip:

    Watch this video before starting to help you complete the assignment.

  • PSY 530 SOCIAL PSYCHOLOGY

    PLEASE MAKE SURE ITS ONLY 3 PAGES!! COVER, BODY AND REFERENCE PAGE. 3 PAGES ONLY!!

    PSY 530 Module Eight Short Paper Guidelines and Rubric

    Overview

    This short paper provides you an opportunity to use psychological research to explore what factors contribute to helping behavior.

    Prompt

    Write a short paper on predictors of helping behaviors that engages the following:

    What makes us help other people? Are the variables that make us more likely to help others genetic or environmental? Using research from the Shapiro Library, explain which factorgenetics or the environmentis more powerful in regards to helping behavior. Support your perspective using research and examples.Also, consider the strongest or most valid points that may be raised against your argument and counter them.

    What to Submit

    Submit a paper of two to three double-spaced pages, submitted in Microsoft Word, with double spacing, 12-point Times New Roman font, one-inch margins, title page, subject headers and all sources cited in APA style within the text and in the reference section


  • What makes a team?

    Reflect on your experiences as a member of a clinical team. What makes a team effective or ineffective in terms of achieving expected outcomes for the patients? (Saunders, 2014)

    Submission Instructions:

    • Your initial post should be at least 550 words, formatted and cited in current APA style 7th edition with support from at least 2 academic sources.
    • No plagiarism, No AI use.
    • less than 15 % with turnitin