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CN7023 Artificial Intelligence and Machine Vision

Question

Answered

Question:

Task 1: Data Science Skills (20 marks)

Complete four MATLAB Online Courses to learn Data Science skills. Earn a certificate for each course, acquire four certificates to complete this part of the assessment..

  • Course 1: MATLAB Onramp -Get started quickly with the basics of MATLAB. (5 marks)
  • Course 2: Machine Learning Onramp -Learn the basics of practical machine learning methods for classification problems. (5 marks)
  • Course 3: Deep Learning Onramp- Get started quickly using deep learning methods to perform image recognition. (5 marks)
  • Course 4: Image Processing Onramp- Learn the basics of practical image processing techniques in MATLAB. (5 marks)

Task 2: Design, implement and report on neural network-based techniques for classification of a dataset of images. (80 marks)

Write a 3000 words research report, which includes the following sections:

  • The research question(s) you are exploring and the experiments you designed to address these question(s).
  • A clear presentation of the methods (neural network implementation, network architectures, training regime, etc.) that were used, an outline of how they were implemented, and a discussion of why these methods were chosen.
  • A clear presentation of results, discussion and interpretation of results and conclusions.
  • Please follow the marking schemeto ensure your report includes all required sections and content.

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)

Dataset

Please choose one of the following image datasets for your coursework:

  1. Animals-10 - Animal pictures of 10 different categories taken from google images, https://www.kaggle.com/alessiocorrado99/animals10 
  1. Flowers Recognition,https://www.kaggle.com/alxmamaev/flowers-recognition#10617191174_9a01753241_n.jpg

  2. Four Shapes - 16,000 images of four basic shapes (star, circle, square, triangle), https://www.kaggle.com/smeschke/four-shapes#1002.png 
  1. Fruit Recognition - 44406 labelled fruit images, https://www.kaggle.com/chrisfilo/fruit-recognition#Apple%20102.png 
  1. Natural Images - A compiled dataset of 6899 images from 8 distinct classes, https://www.kaggle.com/prasunroy/natural-images#motorbike_0000.jpg

CN7023 Artificial Intelligence and Machine Vision

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ISY1003 Foundations of Programming

Task Practical Test contains two parts that will be set up on Moodle: 1. Quiz 1 - MCQ questions 2. Quiz 2 - Essay and programming questions  Section A  10 Marks Answer all the questions in this section. Each question is worth 1 mark. 1. A byte is made up of eight __________.a. ...

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