Nick Landon CS 574 Final Project #13
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Added default miniNN file for reference
This file will address part 1 of project idea 2
This is the file where I will implement part 4 or project idea 2
Got rid of the explicit declaration of transfer matrices in the main method. Additionally, set up the main method to call a new method to create the new transfer matrices based on the supplied hidden layer sizes.
Added a function named createWs(), which will take the input, expected output, and the dimensions of the hidden layers and output a list of transfer matrices. Currently only giving the first matrix.
Finished the function createWs by adding a for loop to create the rest of the transfer matrices.
Fixed syntax issue
made the shell of the for loops and conditions to be checked while training to accommodate for the batch size and sample set larger than 1.
Copied the update weight method, but instead of updating the transfer matrices, this function just returns what the gradient would be if we were to update the transfer matrices.
Finished implementing the training method in order to operate base on sample set size and batch size, taking the averages of gradients before using the average matrices to update the transfer matrices.
Added the batchSize variable that is being used in the new training method to the initializing method and main method.
Added the printed text that will be displayed from the training method if verbose is set to true
added import calls for 'math' and 'random'
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I added a folder named 'FinalProjectCode' which contains three files for my final project. The file DefaultMiniNN.md is the exact same as the supplied MiniNN and was just used for reference. The file HiddenMiniNN.md is the code for part 1 of the MiniNN project, and the file BatchMiniNN.md is the code for part 4 of the MiniNN project.