Select an organization of your choosing. This can be real or hypothetical, but it has to be realistic. Please ensure to review the basics from chapters 1-3 and relate these basic concepts to the predictive analytics components from part two (Chapters 4-7) in your text.
Then, select a key area of predictive analytics (from chapters 4-7) to implement in the organization. You must indicate,
why the predictive analytic component will be implemented by noting the problem you are trying to solve, how your team will solve the problem with the selected method (this must be a thorough, in-depth analysis), and presenting your findings using a PowerPoint presentation.
For example, let’s say your organization is going to implement a new Security Operations Center to address cybersecurity concerns. Explain how predictive analytics will play a significant role in this project.
Note any Big Data Challenges or other technology or cultural challenges you may face and how you will mitigate these challenges in your presentation.
The requirements for this project are 10 to 15 pages properly APA formatted.
Here is an outline you can use for the project to establish section heads:
A. Introduce The Organization
a. Industry, Location, Competitors, Employees
B. Infrastructure
a. Enterprise Layout, physical, logical, geographical, functional
C. Business Model
a. Operating Model for-profit, non-profit, Federal or State Government
D. Current Information Technology
a. Architecture, Platforms, Applications, Cloud, On-premises, Hybrid, etc.
E. Business Problem
a. The current business problem(s) that AI or descriptive, predictive or prescriptive analytics can address
F. Design and Implementation
a. Chosen methods of design and implementation
G. Results and Summary
a. Discuss the results of implementing an AI solution and results as they pertain to your project
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You need a Google account to do this assessment. You can create a free Google account here: https://myaccount.google.com/.
Once created, you need to navigate to the Google created lab: “Intro to Modelling” here: https://colab.research.google.com/github/google/engedu/blob/master/ml/fe/exercises/intro_to_modeling.ipynb?utm_source=ss-dataprep&utm_campaign=colab-external&utm_medium=referral&utm_content=intro_to_modeling
In addition to following the instructions outlined in the lab, you must:
• Implement a possible solution to each of the tasks outlined in the lab
• Add appropriate comments to your code created, following machine learning best practices for clean coding: https://towardsdatascience.com/clean-machine-learning-codebd32bd0e9212
• Identify various different models that would be appropriate to use as alternatives for the tasks presented by the lab by varying hyperparameters and features. There is also an opportunity for you to create your own custom model by using different regressor functions within TensorFlow.
For more details, see: https://www.tensorflow.org/tutorials/customization/basics
• Familiarise yourself with the assessment’s rubric to understand how the various assignment grades are assigned.
• Produce a manual of 500 words in length outlining:
o The answers to the questions posed in each of the tasks within the lab.
o The choice of models you made during your assessment including the various hyperparameters you chose and feature engineering performed for the appropriate task.
o An analysis of the various models created and an evaluation of their efficiency
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You need a Google account to do this assessment. You can create a free Google account here: https://myaccount.google.com/.
Once created, you need to navigate to the Google created lab: “Intro to Modelling” here: https://colab.research.google.com/github/google/engedu/blob/master/ml/fe/exercises/intro_to_modeling.ipynb?utm_source=ss-dataprep&utm_campaign=colab-external&utm_medium=referral&utm_content=intro_to_modeling
In addition to following the instructions outlined in the lab, you must:
• Implement a possible solution to each of the tasks outlined in the lab
• Add appropriate comments to your code created, following machine learning best practices for clean coding: https://towardsdatascience.com/clean-machine-learning-codebd32bd0e9212
• Identify various different models that would be appropriate to use as alternatives for the tasks presented by the lab by varying hyperparameters and features. There is also an opportunity for you to create your own custom model by using different regressor functions within TensorFlow.
For more details, see: https://www.tensorflow.org/tutorials/customization/basics
• Familiarise yourself with the assessment’s rubric to understand how the various assignment grades are assigned.
• Produce a manual of 500 words in length outlining:
o The answers to the questions posed in each of the tasks within the lab.
o The choice of models you made during your assessment including the various hyperparameters you chose and feature engineering performed for the appropriate task.
o An analysis of the various models created and an evaluation of their efficiency
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For this essay you need to read: “A Traveler Describes Life Along the Erie Canal, 1829” and “James Madison Asks Congress to Support Internal Improvements, 1815” in the American Yawp Reader. Then in your essay you should analyze the two primary source documents by connecting the description of life along the Erie Canal with James Madison’s call for internal improvements. Be sure to discuss how these two documents help you understand how the real the lived experience of historical people during the 1820s related to political policies and technological developments.
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1)Prem Lam is establishing an investment portfolio that will include stock and bond funds. She has $1720,000 to invest, and he does not want the portfolio to include more than 75% stocks. Prem does not want the portfolio to include less than 45% bonds as well. The average annual return for the stock fund he plans to invest in is 28%, whereas the average annual return for the bond fund is 16%. He further estimates that the most he could lose in the next year in the stock fund is 25%, whereas the most she could lose in the bond fund is 15%. To reduce his risk, he wants to limit his potential maximum losses to $120,000.
Formulate a linear programming model for this problem that will maximize his returns on the portfolio.
2)Dorian Auto manufacturers luxury cars and trucks. The company believes that its most likely customers are high-income women and men. To reach these groups, Dorian Auto has embarked on a ambitious TV advertising campaign and has decided to purchase 1-minute commercial spots on two types of programs; comedy shows and football games. Each comedy commercial is seen by 7 million high income women and 2 million high income men. Each football commercial is seen by 3 million high-income women and 11 million high-income men. A 1-minute comedy ad costs $40,000, and a 1-minute football ad costs $90,000. Dorian would like the commercials to be seen by at least 25 million high-income women and 20 million high-income men.
Use linear programming to determine how Dorian Auto can meet its advertising requirements at minimum cost
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• Early course preparation • Preparing for lectures • During your lectures • Making effective use of your professors • Utilizing tutors and other academic resources
ENGR 1201 Introduction to Engineering
Early Course Preparation
• Start of a course can be likened to the start of a race.
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What were the clearest takeaways from the articles?
Due to the Always Fresh expansion, management wants additional network controls to protect their growing network.
Tasks
Consider the Windows servers and workstations in the domains of a typical IT infrastructure. Based on your understanding of network security controls, recommend at least four possible controls that will enhance the network’s security. Focus on ensuring that controls satisfy the defense in depth approach to security.
Summarize your network security controls in a summary report to management. You must provide rationale for your choices by explaining how each control makes the environment more secure.
System Restoration Procedure Guide
Scenario
One of the security improvements at Always Fresh is setting up a system recovery procedure for each type of computer. These procedures will guide administrators in recovering a failed computer to a condition as near to the point of failure as possible. The goal is to minimize both downtime and data loss.
You have already implemented the following backup strategies for workstation computers:
§ All desktop workstations were originally installed from a single image for Always Fresh standard workstations. The base image is updated with all patches and new software installed on live workstations.
§ Desktop workstation computers execute a cloud backup every night at 1:00 a.m.
Consider the following for a computer that encounters a disk drive failure or some other error that requires restoration:
1. How much data has been modified between the last backup and the time of failure?
2. What images are necessary to recover the workstation?
3. What are the steps necessary to fix the problem that cause the data loss?
4. What steps should Always Fresh take to avoid a reoccurrence of this issue in the future?
Tasks
Create a procedure guide that describes the necessary steps for recovering a desktop workstation computer. Fill in details for each of the following steps:
1. Describe the processes of:
a. Fixing the problem that caused the failure in the first place. Keep the description of this process general. Just address the problem and ensure the recovery process starts with a functional computer.
b. Restoring the newly repaired computer to a base workstation.
c. Restoring local data for the specific workstation that failed.
2. Provide the steps to follow for each of the restore operations. Assume you will be using the Windows Backup and Restore utility.
Requirement: 2 pages each topic with 2 references each
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