Statment of purpose to apply for MBA at KFUPM
1 page essay that includes: Who are you and what do you want to do?
Why do you want to do it?
Why are you the right candidate for the program?
What do you want to do in the future? Closing paragraph
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In this problem we will apply discriminant analysis to recognize the digits in the MNIST data set (http://yann.lecun.com/exdb/mnist/). As a bonus problem we will construct “Fisher digits”. We will train our model using the training data sets (“train-images-idx3-ubyte.gz” and “train-labels-idx1-ubyte.gz”) and test the performance using the test data set (“t10k-images-idx3-ubyte.gz” and “t10k-labels-idx1-ubyte.gz”).
1. The images are 28 x 28 pixels in gray-scale. The categories are 0, 1, … 9. We concatenate the image rows into a 28 x 28 vector and treat this as our feature, and assume the feature vectors in each category in the training data “train-images-idx3-ubyte.gz”) have Gaussian distribution. Draw the mean and standard deivation of those features for the 10 categories as 28 x 28 images using the training images (“train-images-idx3-ubyte.gz”). There should be 2 images for each of the 10 digits, one for mean and one for standard deviation. We call those “mean digits” and “standard deviation digits” in CSE455/555.
2. Classify the images in the testing data set (“t10k-images-idx3-ubyte.gz”) using 0-1 loss function and Bayesian decision rule and report the performance. Why it doesn’t perform as good as many other methods on LeCun’s web page? Before coding the discriminant functions, review Section 2.6.
3. [Optional] Construct the “Fisher digits” from the MNIST data set according to Sections 3.8.2 and 3.8.3. This web page on Fisher faces (http://www.scholarpedia.org/article/Fisherfaces) and this web page (https://www.bytefish.de/blog/fisherfaces/) might be helpful. Answer two questions about these sections: (a) Why should the vector w minimizing Eq. (103) satisfy Eq. (104)? (b) Why should the between-class scatter matrix in Eq. (115) is n subscript 1 asterisk times n subscript 2 divided by n times the one in Eq. (102) in two-class case (i.e., c=2)? In addition, convince ourselves that Eq. (125) is the quotient between two “volumes” by referring the Wikipedia page on determinant (https://en.wikipedia.org/wiki/Determinant).
Please submit your code, documentation and solutions electronically through UBLearns. Please typeset your mathematics in LaTeX or Word.
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Formulate a PICOT statement for your capstone project. (Childhood Obesity)
A PICOT starts with a designated patient population in a particular clinical area and identifies clinical problems or issues that arise from clinical care. The intervention should be an independent, specified nursing change intervention. The intervention cannot require a provider prescription. Include a comparison to a patient population not currently receiving the intervention, and specify the timeframe needed to implement the change process.
Formulate a PICOT statement using the PICOT format provided in the assigned readings. The PICOT statement will provide a framework for your capstone project.
In a paper of 750 -1000 words, clearly identify the clinical problem and how it can result in a positive patient outcome.
Make sure to address the following on the PICOT statement:
Prepare this assignment according to the guidelines found in the APA Style Guide, located in the Student Success Center. An abstract is not required.
This assignment uses a rubric. Please review the rubric prior to beginning the assignment to become familiar with the expectations for successful completion.
You are required to submit this assignment to Turnitin. Please refer to the directions in the Student Success Center.
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Assignment 3: Case Study: Ethical Decision Making
Read the section “Course Case Study” and analyze the behavior of the counselor, as a professional, that you consider unethical or unprofessional. Write a brief summary of the questionable behavior. Substantiate the summary with reasons for your analysis.
Next, identify how the counselor may have been in violation of the ACA Code of Ethics. Give the number and definitions of specific violations and compare these violations to the APA ethical standards.
In relation to these specific violations, describe the similarities or differences in the ACA and APA ethical codes.
Finally, select an ethical decision-making model from those in your readings and apply the model to a minimum of one ethical dilemma you identified in the course scenario.
Your paper should be at least 4 pages long, not counting the title page and the reference page. Save the paper as AU_PSY430_M1_A3_LastName_FirstInitial.doc.
| Assignment 3 Grading Criteria |
Maximum Points
|
| Summarized the behavior you consider unethical and unprofessional in the case study. |
15
|
| Substantiated the analysis with reasons. |
15
|
| Identified, using the specific sections of the code, how the counselor may have been in violation of the ACA Code of Ethics and substantiated each with reasons. |
15
|
| Described similarities and differences between the ACA and APA codes. |
15
|
| Applied an ethical decision-making model to at least one dilemma. |
20
|
| Wrote in a clear, concise, and organized manner; demonstrated ethical scholarship in accurate representation and attribution of sources; and displayed accurate spelling, grammar, and punctuation. |
20
|
| Total: |
100
|
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