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cs4287-assignment-1's Introduction

To run the model:

python main.py

Spec

Submit a pdf describing:

  1. The Data Set (2 marks) a. Visualisation of some of the key attributes is necessary for a top grade b. Any pre-processing such as normalisation applied to the data
  2. The network structure and other hyperparameters (2 marks).
  3. The Cost / Loss / Error / Objective function (1 mark).
  4. The optimiser (1 mark).
  5. Cross Fold Validation (2 marks).
  6. Results โ€“ accuracy and/or precision and/or recall (2 marks). a. Include plots if opting for a top grade.
  7. Evaluation of the results (2 marks).
  8. Impact of varying a hyperparameter(s) (3 marks)

Submit a Jupyter notebook with the code where:

  • The book is named CS4287-Prj1-ID1-ID2
    • Where ID1 and ID2 are the student id numbers of the team members
  • The first line in the book is a comment with names and ID numbers of the team members
  • The second line in the book should be a comment stating if the code executes to the end without an error.
  • The third line in the book should be a comment with a link to the original source where you opted to reuse an existing implementation.
  • Every critical line of code MUST be commented by YOU. To demonstrate a deep understanding of that code.

Possible Datasets

Hand written numbers (minst) Shannon airport weather data

TODO

  • Read the dataset into python
  • (Maybe?) Divide date into separate fields for year / month / day
  • Normalize data

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