Economic Analysis

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For this assignment, you will write a 23-page paper (double-spaced, 1-inch margins) providing at least 1 example of how government has overstepped biblical principles in some form of economic policy. Be sure to adhere to the format specified in the Course Style Guidelines document. Must use 2 sources.

Options include the following topics:

A specific piece of legislation relating to business regulation or taxation.

The party platform of either the Republican Party or the Democratic Party (or both).

The role of the Federal Reserve.

The budget process.

School Improvement Plan

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Description of Assessment or Task: School Improvement Plan: (Field Experience)

Candidates will develop a school improvement plan. Create and develop a comprehensive school improvement plan for a failing school involving teachers, faculty and community stakeholders based on the following: the need to improve student achievement in a subject of your choice. The need for improvement should be based on student achievement from data of an actual school and be sure to include the school and community demographics. Your school improvement plan must include the following components under their own headings, you may add others if you wish. This assignment requires candidates to use of the William Cecil Golden, School Leadership Development Program as they research this issue.

Format/Outline:

a) Introduction

b) Organizational Vision – Develop and state your Vision/Mission/Belief Statements based on William C. Golden resources modules

c) Positive school culture – Show how you will examine various positive indicators including the schools diversity within the school culture. (ELCC 2.1)

d) Plan of Action – List the current academic weaknesses demonstrated by certain populations of the students. (show data from state and federal assessments to support these identified weaknesses) Show how you will examine performance data of all students and indicate how you plan to address identified weaknesses. Show how your plan will give adequate time for improvement to occur. ELCC 3.1

e) Assessment Survey – Develop and administer an assessment survey for Staff. In addition, Show how you will assist staff to involve Parents and community more in teaching and learning. ELCC 3.2

f) Action Plan – Develop a detailed Action Plan for Improvement which includes student achievement, utilizing all resources available. Show how you will seek creative resources to improve teaching and learning. Include in your plan, how you will deal with Safe and Orderly School Environment. ELCC 3.3

g) Discuss how you plan to evaluate your plan and how often.

h) Conclusion

i) References (atleast 4 academic sources)

****USE THE ATTACHED FILE TO HELP YOU COMPILE THIS ESSAY. THE FILE INCLUDES THE INFORMATION THAT YOU NEED FOR PARTS B, C, D, E, and F. PLEASE RE-WORD WRITING/RE-FORMAT CHARTS & TABLES TO SATISFY ASSIGNMENT REQUIREMENTS!!!****

*Remember: I have already submitted the attached information for other courses, so it is imperative to change the wording/formatting to meet the requirements for this assignment!! Thank you!!! 😀

Social medias effect on business marketing

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I need a research argument paper supporting my topic “Effects of social media on business marketing” -“Social media has a positive impact on the businesses marketing”.I have the exact instructions and I will attach them with my annotated bibliography. where you can find the sources, feel free to use other reliable journal articles that support my topic.NO PLAGIARISM PLS.  I will also attach a sample of how the essay should look like.

Implementing SHAP and LIME

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Opacities in the lungs caused by pneumonia

In spring of 2020, the spread of COVID-19 caused hundreds of thousands of deaths world wide due to the severe pneumonia in combination of immune system reactions to it. Your job is to develop an AI system that detects pneumonia. Doctors are reluctant to accept black box algorithms such as your deep learning based method – as an AI engineer you need to listen to them and try to satisfy their needs, they are your customer after all. They tell you that your automated diagnostic system that processes the imaging they give you, must be explainable.

They give you the COVID X-ray / CT Imaging dataset and:

    First you find this this implementation of the method called Local Interpretable Model-Agnostic Explanations (i.e. LIME). You also read this article and you get your hands dirty and replicate the results in your colab notebook with GPU enabled kernel(40%).
    A fellow AI engineer, tells you about another method called SHAP that stands for SHapley Additive exPlanations and she mentions that Shapley was a Nobel prize winner so it must be important. You then find out that Google is using it and wrote a readable white paper about it and your excitement grows. Your manager sees you on the corridor and mentions that your work is needed soon. You are keen to impress her and start writing your 2-3 page summary of the SHAP approach as can be applied to explaining deep learning classifiers such as the ResNet network used in (1). (40%)
    After your presentation, your manager is clearly impressed with the depth of the SHAP approach and asks for some results for explaining the COVID-19 diagnoses via it. You notice that the extremely popular SHAP Github repo already has an example with VGG16 network applied to ImageNet. You think it wont be too difficult to plugin the model you trained in (1) and explain it. (20%)

LINKS:
https://github.com/ieee8023/covid-chestxray-dataset
https://github.com/aildnont/covid-cxr
https://towardsdatascience.com/investigation-of-explainable-predictions-of-covid-19-infection-from-chest-x-rays-with-machine-cb370f46af1d
https://arxiv.org/abs/1705.07874
https://storage.googleapis.com/cloud-ai-whitepapers/AI%20Explainability%20Whitepaper.pdf
https://github.com/slundberg/shap