Machine learning Project

Machine Learning Course Project 

 

 This course project is an opportunity for you to explore a machine learning problem of your choice. 

 There are many datasets out there. UC Irvine has a repository that could be useful for you project: 

  using this link (http://archive.ics.uci.edu/ml/index.php)

Project guideline

**Classifier Implementation 

Implement a classifier or classification algorithm. It can be any classification algorithms we learned or have not learned in the class. 

1. Project Proposal should be 1 page long and Include the following information: 

-Project title; 

-The name of classifier or classification algorithm that you will implement; 

-The programming language you will use; 

-The format of training data you will use, i.e., the source of data set, the attributes’ types, the range of attributes’ values, the size of training set, etc. 

2. Project Report should be maximally 8 pages long and be written by using this link( https://nips.cc/Conferences/2020/PaperInformation/StyleFiles) 

and Include the following information: 

-Abstract 

-The description of implementation process, such as flowchart, functions, pseudocode, or partial codes;

-The description about 1) using training set to build the classifier, and 2) applying the classifier on a small amount of test instances. That is to show how your classifier works, as well as the training errors and test errors. 

-Conclusion 

3. Presentation (10 ~ 20 pages)

-Explain the source code files; 

-Present how your classifier works; 

-Evaluate your classifier. 

Data Science & Big Data Analy

 This week’s reading centered around how Big Data analytics can be used with Smart Cities. This is exciting and can provide many benefits to individuals as well as organizations. For this week’s research assignment, You are to search the Internet for other uses of Big Data in RADICAL platforms. Please pick an organization or two and discuss the usage of big data in RADICAL platforms including how big data analytics is used in those situations as well as with Smart Cities. Be sure to use the UC Library for scholarly research. Google Scholar is the 2nd best option to use for research. 

 paper should meet these requirements:

  • Be approximately 5 pages in length, not including the required cover page and reference page.
  • Follow APA 7 guidelines. Your paper should include an introduction, a body with fully developed content, and a conclusion.
  • Be clearly and well-written, concise, and logical, using excellent grammar and style techniques. You are being graded in part on the quality of your writing.

intext ciations,references,quality work,no plagrism.please plagrism report

Week 2 Discussion: Data Classification and Data Loss Prevention

 

Before you begin: review the information provided in this resource: https://www.pic.gov/sites/default/files/RACI%20Chart%20Overview%20v2.pdf

It takes a team of individuals throughout an organization who work together to safeguard the integrity and confidentiality of data resources. But, how does an organization know that it has enough people in the right roles performing the right tasks to ensure that digital assets will be protected from loss or harm?

The RACI matrix is a tool that can be used to outline the various roles and responsibilities required to provide this protection. For this discussion, you will prepare a RACI matrix that outlines roles of key players in the organization who have data protection responsibilities (i.e. asset security and data protection). Your matrix should specifically address executives (C-level), managers, supervisors, employees. The tasks that you should address are: generating information, using information, classifying information, and managing / using / implementing data loss prevention technologies.

After you have completed your chart, write a brief discussion of responsibilities for each role listed in the rows of your chart. Each role should be addressed in a separate paragraph.

Combine your matrix and your narrative descriptions into a briefing paper for a working group that has been charged with reviewing and improving the company’s data classification business processes. Post your paper in the body of your reply to this topic.

Provide in-text citations and references for 3 or more authoritative sources. Put the reference list at the end of your posting. Use a consistent and professional style for your citations and reference list entries. (Hanging indent is NOT required.)

Assignment and Discussion

 

Week 9 – Discussion

In a corporate, networked setting, should end users be allowed to install applications on their company workstations, whether the applications are on a DVD or downloaded from the Internet? Be sure to weigh security against usability. 

 

Internet Research – Wk 9

For this assignment, you are asked to locate any company privacy policy. Some of the more popular ones might include GOOGLE, APPLE, or MICROSOFT, but you may elect to review another agency. In 3- 4 paragraphs, explain what you find to be the most interesting information contained in that privacy policy. At the end of your report, please include a LINK to the policy you have reviewed. 

 

Week 9 Discussion – The Remote Worker

 In no less than 250 words, describe a solution to securely connect a remote worker from their home and connected to the Internet to their company network.  How does this solution work and what is needed on the company network and the remote worker’s network to accomplish your solution?  Respond to two other learners by the end of the week. 

   

Week 9 Assignment

  • 9.1 Give examples of applications of IPsec.
  • 9.2 What services are provided by IPsec?
  • 9.3 What parameters identify an SA and what parameters characterize the nature of a particular SA?
  • 9.4 What is the difference between transport mode and tunnel mode?
  • 9.5 What is a replay attack?
  • 9.6 Why does ESP include a padding field?
  • 9.7 What are the basic approaches to bundling SAs?
  • 9.8 What are the roles of the Oakley key determination protocol and ISAKMP in IPsec?

Exp19_Excel_Ch05_ML1_RealEstate

  

Project Description:

You are a real estate analyst who works for Mountain View Realty in the North Utah County area. You have consolidated a list of houses sold during the past few months and want to analyze the data. For a simple analysis, you will outline the data and use the Subtotal feature. You will then create two PivotTables and a PivotChart to perform more in-depth analysis.

Computer Science

 

Explore CNET

https://www.cnet.com/

Right click the link above and open it in a new tab or window. You may also right click and copy the hyperlink and paste it into the address like of Chrome or Firefox.

CNET is a great website for technology news and review. Their About Us page states, “CNET tells you what’s new in tech, culture and science, why it matters, how it works and what you need. Our global team works 24/7 to explore and explain the changing world around us. You can depend on CNET for news, commentary, analysis, features, FAQs, advice, hands-on reviews, buying guides, amazing photography and fun and informative videos.”

We want you to read at least one article or view a video about hardware (not software). Then write a brief summary (or create a short presentation) summarizing the article using MS Word or PowerPoint. Brief means no less than 10 sentences but not more than one page. Make sure to cite your source properly.

Post this summary to the Hardware Assignment discussion board. Read at least one other student’s summary on hardware and provide a peer review. A peer review is an evaluation of another student’s academic work. This could include but is not limited to taking a stand on the topic and providing evidence for/against it; providing additional information on the other student’s topic; posing questions about the topic and possible answers; demonstrating your understanding or application of the topic with examples. You may need to cite a source in your reply. Remember that if the information does not come out of your own head, you need to cite it. The summary is work 35 points and the review 15 for a total of 50 points for this assignment.

Check your course Detailed Schedule for the due date.  

C++ / Python

 

Check the slides “OS Security II,” pg. 4-8. You are to implement a Dictionary Attack with and without Password Salt program in either C/C++ or Python.

If you are not familiar with measuring execution time in C++, see the following website:

https://www.geeksforgeeks.org/measure-execution-time-function-cpp/

If you are not familiar with measuring execution time in Python, see the following website:

https://stackoverflow.com/questions/1557571/how-do-i-get-time-of-a-python-programs-execution

See the following steps.

1. Accept a user password of length N as keyboard input to your program. You can determine your own length N.

2. Compute the hash of the password from step 1.

Your hash function H() is simply the checksum. (See Assignment 2)

3. Now you become an attacker and try to find the password of length N.

Try every combination of length N password and for each combination, compute the hash and compare to the hash of the password from step 2.

Measure execution time.

4. Now let’s reinforce our password using the password salt. Accept an arbitrary non-negative integer number as keyboard input to your program.

5. Compute the hash of the concatenated password salt and password from step 4 and step 1. To compute the password salt portion of the checksum, you can treat the entire password salt as EITHER a single integer OR multiple one-byte integers.

6. Now you become an attacker and try to find the concatenated password salt and password.

Try every combination of an arbitrary non-negative integer number and length N password and for each combination, compute the hash and compare to the hash from step 5.

Measure execution time.

NOTE: your program should have separate functions for the checksum and the two dictionary attacks with and without the password salt by the attacker.