Applied Sciences homework help

1. Research Topic: Super Computer Data Mining

The aim of this project is to produce a super-computing data mining resource for use by the UK academic community which utilizes a number of advanced machine learning and statistical algorithms for large datasets. In particular, a number of evolutionary computing-based algorithms and the ensemble machine approach will be used to exploit the large-scale parallelism possible in super-computing. This purpose is embodied in the following objectives:

• to develop a massively parallel approach for commonly used statistical and machine learning techniques for exploratory data analysis
• to develop a massively parallel approach to the use of evolutionary computing techniques for feature creation and selection
• to develop a massively parallel approach to the use of evolutionary computing techniques for data modelling
• to develop a massively parallel approach to the use of ensemble machines for data modelling consisting of many well-known machine learning algorithms;
• to develop an appropriate super-computing infra-structure to support the use of such advanced machine learning techniques with large datasets.

Research Needs:
Problem definition – In the first phase problem definition is listed i.e. business aims and objectives are determined taking into consideration certain factors like the current background and future prospective.
Data exploration – Required data is collected and explored using various statistical methods along with identification of underlying problems.
Data preparation – The data is prepared for modeling by cleansing and formatting the raw data in the desired way. The meaning of data is not changed while preparing.
Modeling – In this phase the data model is created by applying certain mathematical functions and modeling techniques. After the model is created it goes through validation and verification.
Evaluation – After the model is created, it is evaluated by a team of experts to check whether it satisfies business objectives or not.
Deployment – After evaluation, the model is deployed and further plans are made for its maintenance. A properly organized report is prepared with the summary of the work done.
 
Research paper Policy

• APA format
  • https://apastyle.apa.org/
  • https://owl.purdue.edu/owl/research_and_citation/apa_style/apa_formatting_and_style_guide/general_format.html
• Min number of pages are 15pages
• Must have
  • Contents with page numbers
  • Abstract
  • Introduction
  • The problem
    • Are there any sub-problems?
    • Is there any issue need to be present concerning the problem?
  • The solutions
    • Steps of the solutions
  • Compare the solution to other solution
  • Any suggestion to improve the solution
  • Conclusion
  • References
• Missing one of the above will result -5/30  of the research paper
• Paper does not stick to the APA will result in 0 in the research paper
• Submission
  • you have multiple submission to check you safe assignments
  • The percentage accepted is 1%
  • Any more percentages will result to drop your grade by multiple by 2
    • For example, if your percentage from safe assignments is 21% then your grads will drop as 21-1= 20 * 2 = – 40
  • Not submitting your research paper will result in your grade is -30