Hi! I need to write a project using STATA on a topic of my choice, preferably in the medical field. The project should focus on the implementation of Randomized Control Trials and follow the same structure as the example provided below. I’ll also attach some project examples from previous years for reference. Submission requirements: A paper (in Word, TeX, etc.) Data and scripts necessary to replicate the results presented in the paper Let me know if you have any questions. Thanks!
Machine Learning Generative Models Question 1 - Generative models In the following exercise, you will deal with a generative learning problem, precisely, VAE and GAN. You should write your training code and meet the following constraints. In this exercise, you will create a generative model: choose VAE or GAN implement and train your model: The decoder/generator should get as input a vector from the latent space and produce an image. For convolutions that upscale the input’s spatial size (for the decoder/generator), use nn.ConvTranspose2d . Output visualization: Generate images from your model and visualize its latent spaces. You can compare different architectures for this purpose (e.g., low/high dimension of the latent spaces, etc.). Dataset: You will use the 102 Category Flower Dataset dataset Images can be resized for efficiency but not smaller than 64x64. https://www.robots.ox.ac.uk/~vgg/data/flowers/102/ You should provide: Code (python file) able to reproduce your results. The trained network with trained weights (.pkl file). If the model size is less than 500MB, you should submit it on Moodle. Otherwise, upload it to your Google-Drive. A function called "reproduce_hw4()". This function should be able to reproduce the results that you reported. Discussion: Discuss your results. You should provide the following: Model architecture description and illustration, training procedure (hyperparameters, optimization details, etc.). Training convergence plots as a function of training time: GAN: discriminator and generator losses VAE: reconstruction loss, and KL divergence. Summary of your attempts and conclusions. Your conclusions and explanations should be based on the actual results you received during your attempts. Include 1-2 pages of visualizations (the images your model produces). The discussion should be typed. Hand-written submissions won’t be accepted. submission You should submit a ZIP (not RAR!) file containing: Code - as many files as you need (one of them should be “main.py,” which will include the running process). One pdf file (discussion of Q1). The .pkl file (If the file is too big for the Moodle, upload it to your Google-Drive and copy the link to your pdf report). Run ‘pip freeze > requirements.txt’ and attach it to your submission. Using chatgpt is allowed, a reference from another year is provided for the same question but on a different data set.
Use APA format, make sure you cite it and write references, don't use AI discussion question: Which search engine has the better algorithm [Google, Bing, Yahoo, DuckDuckGo]? Or do you have a personal preference? Discuss
For this assignment, you will create a network diagram displaying a wireless network using DiaDiagram. Be use to indicate potential areas of attack and mitigations for these attacks. The requirements for your paper are: • Install Dia Diagram. • Create a network diagram of a wireless network using Dia Diagram. • Indicate potential areas of attack. • Describe mitigations for these attacks.
In a 5–7 page written assessment, define the patient, family, or population health problem that will be the focus of your capstone project. Assess the problem from a leadership, collaboration, communication, change management, and policy perspective. Plan to spend approximately 2 direct practicum hours meeting with a patient, family, or group of your choice to explore the problem and, if desired, consulting with subject matter and industry experts.
Design: Design a flowchart for the following program. This program is a "guessing game" program. The program will generate a random integer between 1 and 10000, inclusive. The program should prompt the user to enter a guess. For each guess, the program will output ‘HIGHER’ if the user's guess is lower than the target, ‘LOWER’ if the user's guess is higher than the target, or ‘WINNER’ if the user guesses the target. Each time the program prompts the user for a new guess, it should calculate and display the eligible range of values. Sample output: Please enter a number between 1 and 10000: 5000 Your guess is too high, try again. Please enter a number between 1 and 5000: 2500 Your guess is too high, try again. Please enter a number between 1 and 2500: 1500 Your guess is too low, try again. Please enter a number between 1500 and 2500: 2000 Your guess is too high, try again. Please enter a number between 1500 and 2000: 1600 Your guess is too low, try again. Submit the following as single zip file• Your flowchart (.png file) Please review the rubric prior to beginning the assignment to become familiar with the expectations for successful completion. Code: Refer to the "Creating a Project" document in and go through up to section 4, titled "Create Main Program Class." use the design details to write the code. Make sure to follow the program requirements: This program is a "guessing game" program. The program will generate a random integer between 1 and 10000, inclusive. The program should prompt the user to enter a guess. For each guess, the program will output ‘HIGHER’ if the user's guess is lower than the target, ‘LOWER’ if the user's guess is higher than the target, or ‘WINNER’ if the user guesses the target. Each time the program prompts the user for a new guess, it should calculate and display the eligible range of values. Sample output: Please enter a number between 1 and 10000: 5000 Your guess is too high, try again. Please enter a number between 1 and 5000: 2500 Your guess is too high, try again. Please enter a number between 1 and 2500: 1500 Your guess is too low, try again. Please enter a number between 1500 and 2500: 2000 Your guess is too high, try again. Please enter a number between 1500 and 2000: 1600 Your guess is too low, try again. Note: Ensure that the prompt displays the current range of valid numbers. Create a 3-5-minute video in which you explain your variable choices and any calculations in your programs. Execute (run) the program in your video. Address any challenges encountered and new information learned while completing the assignment. Use a screen recording tool. *You don’t have to speak for the video. Create captions/subtitles on the video in which you explain your variable choices and any calculations in your programs. Address any challenges encountered and new information learned while completing the assignment. . Submit the following as a single zip file, All your project code and test files The link to your video
The following should all be put into 1 Eclipse program. Zip and upload the project folder that you create to the Program Assignments Per Instructors request- I always want the Java Project folder to be zipped (and not just a folder that contains a .java file or .java files). By doing so, I have to take the time to create a project and then copy/paste in students' files (like your text files). A student should already have that project folder if they've created their project in Eclipse (which is a course assumption), so it should actually be easier on the student to zip that folder rather than creating a folder in file management and adding text files (or java files) to that. You can add the current zip folder
Use APA format, cite it and write references. Make sure you don't use AI, check on AI content before sending me Which search engine has the better algorithm [Google, Bing, Yahoo, DuckDuckGo]? Or do you have a personal preference?
Make sure you don't use AI, check it on AI content before sending it to me. I need you to write a summary of the important concepts. Use the book that I'm attaching below. Writing Requirements Use the APA template 1-2 pages discussing the week’s objectives with citations and references
Scenario: You were given the role of project manager of a new inventory system for a local hardware store. You will lead a team of developers who are tasked with all phases of the application life cycle. You and your team met with the store owner and discussed the company’s needs and the basic features that the system should include. The application will be web-based and will allow the store’s customers to search its inventory, order parts, pay for the parts, and have the parts delivered. After the meeting with the owner, your developers begin outlining the program from their perspective. Although they have not begun coding, the developers are beginning to plan the classes and objects of the project using UML. Their outline is not complete, but a plan for accomplishing the required tasks is coming together. You want to divide the job in such a way that team members can work on different parts of the program at the same time. Answer the following questions about the scenario: Meeting with the company’s managers is part of which stage of the application life cycle? How do you know? Do you think a prototype of this system in this scenario should be used? Why, or why not?
