Update models by seofernando25 · Pull Request #2 · AI-Enabled-Software-Testing/Hyperparameter-Tuning-Search-Project

seofernando25 · 2025-11-12T06:12:24Z

No description provided.

Parameter Declarations, Metrics for evaluation, added "scikit-learn" dependency

… for. Modified CNN to align better with base class nature.

…c for CNN model

…ncompatible OS runs

…ging.

Safer import of OS-dependent dependency, plot accuracy and loss plots + confusion matrix right after training,

…er "C"

…ithout metaheuristics) + training Fixed tensor shape inconsistencies at CNN input, added docs. PS: Due to prolonged runtime, I stopped at the last 2 cells, which are training and evaluating at full scale.

…re-Testing/Hyperparameter-Tuning-Search-Project into feat/ml-models

Hey, YOU COMPLETELY CORRUPTED MY CHANGES, CAUSING SYNTAX ERRORS!

kmock930 and others added 27 commits November 10, 2025 13:53

Updated Models

472015a

Parameter Declarations, Metrics for evaluation, added "scikit-learn" dependency

Merge branch 'master' into feat/ml-models

adcc46b

Fixed float type inconsistency for range function

a69192d

Added ParamSpace class to indicate better domains of params to search…

b494593

… for. Modified CNN to align better with base class nature.

Override train and predict with custom training loop and predict logi…

4b33c7a

…c for CNN model

Function Name typo in CNN param space

3b4d71a

Moved training pipeline into CNN class train() function that avoids i…

2e8823c

…ncompatible OS runs

Updated docs and printing within CNN train

65cc299

Silently ignore import error for Aim since it is OS specific package

897d678

Added Optimizer Paramater to CNN, weight decay, and PyTorch setup log…

484d6c3

…ging.

Enhanced CNN class implementation

0ba7bac

Safer import of OS-dependent dependency, plot accuracy and loss plots + confusion matrix right after training,

Changed Linear Regression to Logistic Regression because of a paramet…

36f87c2

…er "C"

Fixed Importing Issue in function param type declaration

f60e70c

Adjusted Function Args usages based on errors from real use cases

651571f

Oops, Naming Convention happens at LR Model

e7ab8ce

use tensorboard instead of aim

b03332a

update training logging and early stopping parameters

adaabb0

fix train_cnn.py

56a1323

fix loss display

e0b257f

fix numpy warn

96913a7

Included a Notebook as Proof-of-Concept for an end2end pure tuning (w…

026850b

…ithout metaheuristics) + training Fixed tensor shape inconsistencies at CNN input, added docs. PS: Due to prolonged runtime, I stopped at the last 2 cells, which are training and evaluating at full scale.

Merge branch 'feat/ml-models' of https://github.com/AI-Enabled-Softwa…

fbc75ef

…re-Testing/Hyperparameter-Tuning-Search-Project into feat/ml-models

Complete Notebook Run + CNN param validation

a589b93

Merge branch 'master' into feat/ml-models

7f3bcf3

Resolved Merge Conflicts Errors

cba7446

Hey, YOU COMPLETELY CORRUPTED MY CHANGES, CAUSING SYNTAX ERRORS!

Added a smoke test to ensure CUDA setup properly per training epoch

176f2d4

Updated README to properly describe the purpose of train_cnn.py script

4ff34ed