Computer Science

An excellent overview paper on Deep Learning was published in the Nature. Theauthors, Yann LeCun, Yoshua Bengio, and Geoffrey Hinton, are pioneers and leading scientistsin Deep Learning field. Yann LeCun, Yoshua Bengio, and Geoffrey Hinton. “Deep learning.”, Nature 521.7553, 436-444. (2015)You can access the paper throughhttp://www.nature.com/nature/journal/v521/n7553/full/nature14539.htmlRead the paper and answer the following questions. Do not just write down (copy and paste) the contents of the paper. You should write in your own understanding.You can focus on sections of “Convolutional neural networks” and “Image understanding withdeep convolutional networks”.1. What is the role of Convolutional layer?2. Why do we need more than one filer?3. What is the role of pooling layer?4. How local combinations of edges, motifs, parts, objects are related in a hierarchy offeatures?5. What are major successful application areas of CNN?6. Why CNN is so successful?

Explain in a minimum of 200 words what the ERD is about. Mention all the elements that we went over in week 2 readings.

1. Answer the following questions in general:a) What are the key business questions that can be asked and answered using this datab) How does each table relate to answering those questions?c) How do I have to link the tables in order to be able to answer those questions?2. For each field in the four tables, answer the following specific questions:a) Is this a question field, an answer field, or a link field? In other words, is this a key dimension along which I wish to analyze the data (question field), a data item that I want to “slice and dice” along selected dimensions (answer field), or a field that simply helps me link from one table to another?b) What data type is represented by this field (e.g. integer, text, symbols, currency, etc.)?c) Are there missing or null values in the data for this field?d) For range fields (e.g. dates and numbers), what is the range of values in the data? What are the maximum and minimum values?e) What do you think is the purpose of this field?f) What questions would you ask the company about this field?3. Prepare spreadsheets that answer the following questions:a) What are the top 10 products for orders (by dollar volume)?b) What are the top 10 countries for orders (by dollar volume)?c) What are the top 10 selling products by units? By dollar volume?d) For top two US states and top two countries (excluding the US) in questions 1 and 2, what are the 5 top selling products by units? By dollar volume?e) Provide the customer ID’s, order dates, and order amounts for all customers who have ordered more than once.

Project 1C – Develop Marketing MaterialsFor this assignment, you will develop marketing materials for Sturgeon Point Productions. Specifically:The Marketing Director for Sturgeon Point Productions is developing marketing materials aimed at filmmakers. Specifically, do the following:From the student files included in the downloaded files section, locate and open the file w01K_Production.Format the document using techniques you learned in this chapter (study the file Word1_pt) to create an appropriate flyer aimed at filmmakers.From your student data files, insert the picture w01K_Studio, and then format the picture with an artistic effect.Insert a SmartArt graphic that illustrates two or three important points about the company.Use text effects so that the flyer is easy to read and understand and has an attractive design.Assignment Objectives, Expectations and Grading RubricThis assignment tests the following:Your ability to think criticallyYour ability to think creatively and make decisionsYou will be graded based on the following rubric for this assignment:document.To prepare for this assignment, download and study the PowerPoint in the file: Project 1Watch the Video: How to design a Print-Ready flyer in MS Word – https://youtu.be/H1MemLXFJxcStudy materials:To prepare for this assignment, download and study the PowerPoint in the file: Project 1CSubmission Instructions:

From a development team of one to two people to an enterprise-level team with multiple divisions, the topic of mobile development will eventually come up. Write a 7 page paper in which you:Compare & Contrast mobile applications vs websites.Research and discuss the importance of developing a mobile strategy.Discuss different system mobile functionalities.Explain the social aspect of mobile interfaces.Discuss two – three mobile application development myths.Argue the need for adaptive vs dedicated mobile websites.Follow these formatting requirements:Use at least ten – twelve (10 – 12 ) quality resources in this assignment. Note: Wikipedia and similar Websites do not qualify as quality resources.Be typed, double spaced, using Times New Roman font (size 12), with one-inch margins on all sides; citations and references must follow APA or school-specific format.Include a cover page containing the title of the assignment, the student’s name, the professor’s name, the course title, and the date. The cover page and the reference page are not included in the required assignment

Describe a minimum of two to three problems that characterize the situation. Single-sentence format is acceptable.8. For each problem listed above, describe the data, arguments, and reasoning that contribute to the problem.Describe in two to six sentences the issues of data, arguments, and reasoning related to each problem.9. What is the underlying problem that is the base cause of the conflict within AcuScan? Present the underlying problem in one to four sentences.10. What alternative solutions would you propose for this situation? Present a MIMINUM of two potential solutions in the format of two to four sentences each.11. State the relative strengths and weaknesses of each alternative solution. Describe at least one strength and one weakness for each alternative solution.12. Which solution will you recommend to the CEO and why? In two to six sentences, fully articulate the exact solution you would propose and the reason(s) for that choice.

In this section of the professional paper, apply what you have learned from chapters 5 and 6 to descriptively address and answer the problems below. Important Note : Dot not type the actual written problems within the paper itself.1. Examine how new data-capture devices such as radio-frequency identification (RFID) tags help organizations accurately identify and segment their customers for activities such as targeted marketing. Many of these applications involve data mining. Scan the literature and the Web and then propose five potential new data mining applications that can use the data created with RFID technology. What issues could arise if a country’s laws required such devices to be embedded in everyone’s body for a national identification system?2. Survey and compare some data mining tools and vendors. Start with fairisaac.com and egain.com. Consult dmreview.com and identify some data mining products and service providers that are not mentioned in this chapter. One of my favorites to explore is RapidMiner found at https://rapidminer.com/ and an educational license option can be found at: https://rapidminer.com/educational-program/3. Explore the Web sites of several neural network vendors, such as California Scientific Software (calsci.com), NeuralWare (neuralware.com), and Ward Systems Group (wardsystems.com), and review some of their products. Download at least two demos and install, run, and compare them.4. Important Note: With limited time for a college class, perfection is not expected but effort to be exposed to various tools with attempts to learn about them is critical when considering a career in information technology associated disciplines.

You should design a private Management Information Base to supervise a host. The goal is to use SNMP to communicate the information to a network management application and to be able to automatically control the state, generate useful reports and possibly detect performance or security issues.- What information would be required to manage a host?- Distinguish between the simple variables and their types, and the tables necessary for this information base.

Part 1. Describe in your own words two (2) differences between “shallow” neural networks and deep neural networks discussed in this section. (20 Points). Only support from your the required textbook is needed.Part 2. List and discuss two (2) characteristics of Deep Learning. (20 points) Only support from your the required textbook is needed.Assignement:Regression and classification are categorized under the same umbrella of supervised machine learning. For your assignment this week1) Write a short paper on the comparison and contrast between regression and classification methods. Provide a formal definition for Regression and one for classification (20 point).2) Using the require text Only, write an essay that discussed Two similarities and Two differences between Regression and Classification. (40 Points)3) Provide one example to illustrate each similarity and differences discussed (40 points)

What does an expression of the following form do when the key is in the dictionary?dictionaryName[key] = value1) It updates the value associated with the key, replacing the original value2) It compares the value with the key3) It finds the value associated with the key