Write report on neural network-based techniques


Assignment Title: AI & Machine Vision coursework

Group Coursework: In groups of 4 persons, design, implement and report on neural network-based techniques for classification of a dataset of images.

Write a 3500 words research report, in the style of a research paper, including the following:

1. The research question(s) you are exploring and the experiments you designed to address these question(s).

2. A clear presentation of the methods (neural network implementation, network architectures, learning schedules, etc.) that were used, an outline of how they were implemented, and a discussion of why these methods were chosen.

3. A clear presentation of results, discussion and interpretation of results and conclusions.

4. Please follow the marking scheme to ensure your report includes all required sections.

NOTE: You can choose to complete the coursework using any one of the following approaches:

1. Mixture of image processing with artificial neural networks (with Matlab or Python)

2. Deep learning only (with Matlab or Python)

Report Format:

1. Title

2. Abstract - Maximum number of words: 120 words.

3. Introduction - Objective of the coursework (Research questions(s) you are exploring),  An overview of the coursework.

4. Methodology - Discussion of neural network classification for images.

5. Simulations - Introduction of the dataset, Input encoding / input representation (How and why?), Procedures or how the implementation was carried out.

6. Results Obtained - Results obtained from the simulations of learning with the appropriate screen dumps.

7. Critical Analysis of results - Detailed analysis of the results.

8. Conclusions - Conclusions and comments.

9. References and Formatting.

10. Presentation.

Note: MAIN REPORT - 3500 WORDS and INDIVIDUAL 4 REPORTS - 300 WORDS EACH.

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