Image Captioning ( Use Python Jupyter Notebook )

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Prepare one python notebook to build, train and evaluate model (TensorFlow or TensorFlow.Keras library recommended) on the datasets given below.

Image Captioning is the process of generating textual description of an image. It uses both Natural Language Processing and Computer Vision to generate the captions. The dataset will be in the form [image → captions]. The dataset consists of input images and their corresponding output captions.

Data Processing

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Read the pickle file (https://drive.google.com/file/d/1YX_ossqpLuYZxER4b91eFphhKRTf3U6H/view?usp=sharing) and convert the data into the correct format which could be used for ML model. 

Pickle file contains the image id and the text associated with the image.

Eg: ‘319847657_2c40e14113.jpg#0tA girl in a purple shirt hold a pillow .

Each image can have multiple captions.

319847657_2c40e14113.jpg -> image name

#0 -> Caption ID

t  -> separator between Image name and Image Caption

A girl in a purple shirt hold a pillow . -> Image Caption

Corresponding image wrt image name can be found in the image dataset folder.

Image dataset Folder : https://drive.google.com/file/d/1AZ213vTwLTzRLqbuh-zpv8Jkl_-N2_2m/view?usp=sharing

Plot at least two samples and their captions (use matplotlib/seaborn/any other library). 

Bring the train and test data in the required format. 

Model Building

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Use Pretrained Resnet-50 model trained on ImageNet dataset (available publicly on google) for image feature extraction.

Create 5 layered LSTM layer model and other relevant layers for image caption generation.

Add L1 regularization to all the LSTM layers. 

Add one layer of dropout at the appropriate position and give reasons. 

Choose the appropriate activation function for all the layers. 

Print the model summary. 

Model Compilation

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Compile the model with the appropriate loss function. 

Use an appropriate optimizer. Give reasons for the choice of learning rate and its value.

Model Training

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Train the model for an appropriate number of epochs. Print the train and validation loss for each epoch. Use the appropriate batch size. 

Plot the loss and accuracy history graphs for both train and validation set. Print the total time taken for training. 

Model Evaluation

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Take a random image from google and generate caption for that image.

For this project, you will create a proposal to migrate a critical business function to the cloud at an organization you are familiar with or can easily research. 

Select an organization that you can research that has an on-premises business function that you believe will benefit from a migration to cloud computing. This paper must be entirely original content and checked with grammarly.com before submitting. The paper should include the following sections. Each must be called out with a heading.

· Company Overview:  The section should include the company name, the industry they are in, and a general overview of the organization.

· The On-Premises Function. Discuss the current application or functional domain that you are proposing for a move to the cloud. For example, an inventory management system or the organization’s email platform. Why will this benefit from cloud migration?

· The Proposed Cloud Solution:  Describe your proposal for moving the function to the cloud. Be specific and detailed. Would you use SaaS, PaaS, or IaaS services? Which service provider would you use? What timeline do you propose? Include as much detail as possible. This portion should be 1-2 pages.

· Conclusion:  Summarize the most important ideas from the paper and make recommendations on how they might achieve even greater success.    

This paper should not be a cursory overview. This class has a technical focus and should focus on the proposal of the technical solution. It should detail what is being moved to the cloud, what cloud services will be used, and what the predicted benefits are. It is a persuasive paper trying to convince the organizational leadership to approve a project to move a function to the cloud, not an analysis of an organization that has already done so.
Do not write about Amazon, Azure, Google, Apple, IBM, or other cloud providers. You may not use Netflix, Xerox, Fitbit as a topic organization for this paper.

Requirements:
The paper must adhere to APA guidelines, including Title and Reference pages.  
You must list at least three scholarly sources listed on the reference page. They must apply to your paper.  
You must have at least four headings listed above
You must cite each source in the body of the paper to give credit where due.  
Per APA, the paper should use a 12-point Time New Roman font, double spaced throughout, and you must indent the first sentence of each paragraph .5 inches.  
The body of the paper should be 4 – 5 pages in length.  
The Title and Reference pages do not count towards the page count requirements.
Check your work with grammarly.com before submitting it.

2. By submitting this paper, you agree: (1) that you are submitting your paper to be used and stored as part of the SafeAssign™ services in accordance with the Blackboard Privacy Policy; (2) that your institution may use your paper in accordance with your institution’s policies; and (3) that your use of SafeAssign will be without recourse against Blackboard Inc. and its affiliates

 Provide a reflection of at least 500 words (or 2 pages double spaced) of how the knowledge, skills, or theories of this course ( Information Governance) have been applied, or could be applied, in a practical manner to your current work environment. If you are not currently working, share times when you have or could observe these theories and knowledge could be applied to an employment opportunity in your field of study.  

Question #1. Apple Computer’s iPod holds a commanding share of the rapidly growing global market for digital music players. To maintain its lead as the market continues to grow, what strategic marketing objectives should Apple focus on and why?

Question 2. Given your answer to question 1, which specific marketing actions would you recommend for accomplishing Apple’s objectives? Be specific with regard to each of the 4 Ps (product, price, place and promotion) in the firm’s marketing program

Hint:

Identify an appropriate marketing strategy consistent with the product’s stage in its product life cycle and the market and competitive conditions it faces, drawing on Chapters 8 and 9 as appropriate.

Identify the strategies key competitors are using, and develop a rationale for the strategy you have chosen.

Excel_3G_Department_Expenses_AS | Excel_3G_Administration_as

#Excel_3G_Department_Expenses_AS

 #Excel 3G Department Expenses_AS 

 #Excel_3G_Administration_as

Project Description:

In the following project, you will edit a worksheet that will be used  to summarize the departmental administration expenses for the City of  Orange Blossom Beach.

Open   the Excel workbook Student_Excel_3G_Administration_as.xlsx   downloaded with   this project.

In the Expenses worksheet, use   the SUM function to calculate row  totals for each Expense item in the range   F5:F9. Format F6:F9 with  Comma Style, zero decimal places. Calculate column   totals (using SUM)  for each quarter and for the Annual Total in the range   B10:F10.

In cell G5, construct a formula   to calculate the Percent of Total  by dividing the Annual Total for City   Manager by the Annual Total for  Totals by Quarter. Use absolute cell   references as necessary, format  the result in Percent Style, and then Center.   Fill the formula down  through cell G9.

Create a 3-D Pie chart to chart   the Annual Total for each item  using the ranges A5:A9 and F5:F9. Move the   chart to a new sheet and  then name the sheet Administration Costs Chart.

For the chart title, type Summary of   Administration Costs    and format the chart title using a WordArt Style—in the first row,  the second   style. Change the chart title font size to 28.

Remove the Legend from the chart   and then add Data Labels formatted  so that only the Category Name and   Percentage display positioned in  the Center. Change the data labels Font Size   to 12, and apply Bold and  Italic.

Format the Data Series using a   3-D Format effect. Change the Top  bevel and Bottom bevel to the first bevel   in the first row. Set the  Top bevel Width and Height to 50 pt and then set the Bottom   bevel Width and Height to 256 pt. Change the Material to the fourth Standard Effect—Metal.

Display the Series Options, and   then set the Angle of first slice  to 140 so that the City Manager slice is in   the front of the pie.  Select the City Manager slice, and then explode the   slice 10%. Change  the Fill Color of the City Manager slice to a Solid fill—in   the fifth  column, the fourth color.

Format the Chart Area by   applying a Gradient fill using the Preset  gradients–in the fourth column,   the first color. Format the Border of  the Chart Area by adding a Solid line   border–in the eighth column,  the first color. Change the border Width to 5   pt.

Display the Page Setup dialog   box, and then for this chart sheet,  insert a custom footer in the left   section with the File Name element.

Display the Expenses worksheet,   and then by using the Quarter names  and the Totals by Quarter, insert a Line   with Markers chart in the  worksheet. Move the chart so that its upper left   corner is positioned  slightly inside the upper left corner of cell B12. Type Annual   Administration Expenses by Quarter as the Chart Title.

Format the Bounds of the   Vertical (Value) Axis so that the Minimum is 1085000 and the Major unit is at 10000.  Format the Fill of the Chart   Area with a Gradient fill by applying  the Preset gradient—in the first row,   the third gradient. Format the  Plot Area with a Solid fill using White,   Background 1—in the first  column, the first color.

Copy the Annual Total in cell   F10 and then use Paste Special to  paste Values & Number Formatting in   cell B35. In cell C35,  construct a formula to calculate the Projected   Expenses after the  forecasted increase of 3.5% in cell B31 is applied. Fill   the formula  through cell F35, and then use Format Painter to copy the   formatting  from cell B35 to the range C35:F35.

Change the Orientation of this   worksheet to Landscape, and then use  the Scale to Fit options to fit the   Height to 1 page. From the Page  Setup dialog box, center the worksheet   Horizontally, and insert a  custom footer in the left section with the File   Name element.

Display the Contracts worksheet.   Using the data in A5:B7, insert a  Funnel Chart. Move the chart so that the   upper left corner aligns with  the upper left corner of D1. Change the chart   title to Contract Analysis  and then change the Height to 2 and the Width to 4. Make cell A1   the  active cell. Change the Orientation to Landscape, center the worksheet,    and insert a footer with the file name in the left section.

Display the County Partnerships   worksheet. Select the range A4:B8  and then insert a Filled Map chart map.   Change the Width to 4 and then  move the chart so that its upper left corner   aligns with the upper  left corner of D1. For the chart title, type Partnership   Analysis  and   then make cell A1 the active cell. Change the worksheet  Orientation to   Landscape. From the Page Setup dialog box, center this  worksheet   Horizontally, and insert a custom footer in the left section  with the File   Name element.

Minimum 300 words

Write a case study analysis explaining the ethical issues related to the study. Your case study analysis should be a minimum of 1,500 words, written in an appropriate format. References and in-text citations should be in APA format.

Assignment Requirements

1. Follow the “How to Write a Case Study Analysis” provided in the link. Include:
   1. Use one of the suggested tools to perform your analysis and show the diagram or provide a complete explanation of how the tool was used in your analysis.
      1. SWOTT (Strengths, Weaknesses, Opportunities, Threats, and Technology)
      2. Fishbone (Ishikawa) diagram — Cause and effect tool to help determine the major issue in a case study and develop a problem statement
      3. Flowchart diagram — Process diagram to visually display a process and show where it is breaking down
      4. Any other analysis tool of your choice
   2. Identification of major issues
   3. Identification of alternative courses of action
   4. Recommend a course of action.
   5. Justify your course of action, citing sources to support your recommendation.
2. Additional guidelines
   1. Only provide a brief paraphrase and summary of the case to provide context. Use the case study to answer key questions and identify key issues. Base analysis and recommendations on course material and relevant outside research.
   2. Begin with a holistic statement that will be supported with detail in following parts of your analysis.
   3. Do not assume the reader knows anything about your case. Provide detail required to help the reader understand.
   4. Use proper citation throughout the paper.

The paper should be formatted in APA style and should be a minimum of 1,500 words.

Be sure to include both in-text citations and references for all sources. Your sources and content should follow proper APA citation style. For more information on APA style formatting, refer to the resources under the Academic Tools area of this course.

Topic: Perform a LOPA (Layers of Protection Analysis) of your local living area or work location. Remember to get permission from security.

Instructions: Please download the Assignment 7 Layers of Protection Analysis (LOPA) template (MS Word), which is already in APA 7 format, using size 12 Times New Roman font, 1-inch margins, TOC, Headings and Reference page. If you insert images or tables in your report make sure you label them appropriately according to APA. Once completed name your file: YourName_Assignment_7_LOPA_Assessment.docx and submit to the appropriate assignment folder. 

1 page apa format

Using a project that you have experience with, that of a family member or friend, or one from your own research to clarify your answers, discuss:

• Why estimating time and cost is important to the project.
• What you think is difficult about estimating the project times.
• What you think is difficult about estimating the project costs. Explain why you think this is difficult.

Cite all sources. Additionally, please respond to two other classmates’ posts. 

you were introduced to Wireshark and GlassWire, two free network monitor & security tools. Compare and contrast these two tools. explaining the benefits and features of each, then decide which of these two choices you would prefer to use if you were the Network Manager. Explain why you made your decision. 

https://www.glasswire.com/

https://www.wireshark.org/