This project is meant for me to practice as many interesting ML techniques as I can on the MNIST data set.
I intend to clean and organize this repository as I progress with this project.
For each method used, I will record any metrics that I deem relevant or interesting.
Total training time (time to create molds) was: 1.0927739579929039 seconds
Total test time was (on training data): 6.7956149550154805 seconds
Total test time was (on test data): 1.1567412989679724 seconds
Error rate on the training data was: 0.3768
Error rate on the test data was: 0.369
Total training time (time to create regularized molds) was: 1.0254628909751773 seconds
Total test time was (on training data): 6.2145653740735725 seconds
Total test time was (on test data): 1.004182494012639 seconds
Error rate on the training data was: 0.37868333333333337
Error rate on the test data was: 0.3669
Total training time (time to create molds) was: 5543.033263341989 seconds
Total test time was (on test data): 0.0413792310282588 seconds
Error rate on the test data was: 0.240
The value of k that produced the lowest error rate was 10
The accuracy on the test set was 0.8249
The error on the test set was 0.1751