ICT619 - AI Techniques - Data Pre Processing or Data Cleaning - Project Management Assignment Help

Assignment Task :

Assignment Report and Code – Submission Requirements
(1) A written formal technical report 
• Title of your project (E.g. “An Artificial Neural Network Technique for Predicting the Weather”)
• Description of the problem to be solved. Give as much information about the problem domain you are working on. Discuss what methods are commonly used and how AI techniques can help to improve the process.

• Proposed AI solution to the problem.

• How the given information/data would be encoded or learned
• Any data pre-processing or data cleaning required
• Which AI techniques will be chosen for comparison and why – need to provide critical analysis of a number of AI techniques and provide justification on why the one is selected – if you like you can show some initial results to justify
•  how the output of the system will be interpreted

• Provided initial results of how the system performed. You do not need to build the whole sytem. You can just run a simple experiment to see whether the technique can be used. You can also use a small number of data instead of all the data to see how to set up the AI techniques successfully.
• Further development plan – describe what need to be done to complete the development of the full system.

Project (Final AI System)
Your team should have already identified the problem that you are going to work on from the submission of the assignment. Your team can only work on the same problem domain from your assignment. If you are going to change your problem domain, talk to your unit coordinator first to seek approval. This should be done at least 4 weeks before the due date of this project. After which, you will not be allowed to change your problem domain. However, you are allowed to change the AI techniques used. The advice is not to leave it too late as well.
When creating an intelligent system, you will need to discuss and demonstrate an understanding of the following in the final project:-

• Why the particular AI techniques are chosen for the problem
• Provide a detail description of the steps in creating the AI systems
• Describe and explain any data pre-processing and post-processing steps. Give reasons to justify why they are required for the different AI techniques used.
• Explain any parameters available in the AI techniques that you can optimise or trial, even though if you are accepting the default values. You will need to demonstrate
that you understand them.
• Provide comparison and investigation of the different AI techniques selected to implement the solutions.
• Why the kind of evaluation method you have chosen is suitable for evaluating your AI system (including the discussion of why such measurement is used)
• Provide justification from your investigation and comparison results to recommend the best solution for your problem domain.
• Note that this project does not require you to provide results that are better than those in the literature or website. However, you need to demonstrate that you understand every steps and justify them.

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