dev-jas/polymer-aging-ml at 20bca609534a32a508bbf47fc9062fc109d3e130

polymer-aging-ml

24.6 MB

3 contributors

History: 170 commits

devjas1

(FEAT)[Enhanced Analysis Page]: Add Enhanced Analysis page for advanced multi-modal spectroscopy

20bca60 3 months ago

data
Adds polymer spectra database and improves recommendation methods 3 months ago
datasets
(chore): add datasets stub and ignore raw data. 3 months ago
models
(FEAT)(New Models): Add advanced spectral CNN architectures 3 months ago
modules
(REFAC)[UI/Ux]: Enhance UI components for robust polymer analysis and multi-model comparison 3 months ago
outputs
(TRAINED)[Add Pre-trained CNN Models]: Include efficient, enhanced, hybrid, and ResNet18 vision models in outputs directory 3 months ago
pages
(FEAT)[Enhanced Analysis Page]: Add Enhanced Analysis page for advanced multi-modal spectroscopy 3 months ago
sample_data
(FEAT)[data]: Add FTIR spectrum data for stable and weathered polymers; include stable sample CSV 3 months ago
scripts
(FEAT/DATASETS)[Demo Dataset Generation Script for ML Training]: Automate creation of synthetic polymer spectra for stable and weathered classes 3 months ago
static
(UI/UX): Adjusted CSS styling in style.css and theme in config file to address white/white background/foreground bug. 3 months ago
tests
(TESTS)[Comprehensive Test Suite for Training Manager]: Validate training manager, config, data loading, augmentation, and metrics 3 months ago
utils
(FEAT)[Implement Robust Training Management Backend]: Add training manager, config classes, data augmentation, metrics, and cross-validation utilities 3 months ago
.gitattributes

228 Bytes

(CHORE-lfs): track model weights 3 months ago
.gitignore

410 Bytes

(feat)[Performance Tracking]: Update performance metrics logging and cleanup; add tracking database to .gitignore 3 months ago
CODEBASE_INVENTORY.md

18.6 kB

(DOCS:chore): Revise CODEBASE_INVENTORY for clarity and structure; enhance system architecture and directory details 3 months ago
Dockerfile

421 Bytes

fix: Correct filename casing for App.py in Dockerfile and README 3 months ago
LICENSE

10.9 kB

Update LICENSE and add ML Pipeline Analysis Report 3 months ago
PIPELINE_ANALYSIS_REPORT.md

41 kB

Update LICENSE and add ML Pipeline Analysis Report 3 months ago
README.md

4.28 kB

fix: Correct filename casing for App.py in Dockerfile and README 3 months ago
app.py

1.69 kB

(UPDATE_UI)[Add Model Training Tab to Main App]: Integrate model training tab and refactor tab logic 3 months ago
config.py

583 Bytes

(CHORE)[config[: Refine configuration for model weights, sample data, and UI state 3 months ago
core_logic.py

8.45 kB

(REFAC)(core): Enhance core logic for model loading, inference, and spectrum parsing 3 months ago
requirements.txt

180 Bytes

Adds Transparent AI Reasoning Engine for explainable predictions 3 months ago
test_enhancements.py

14.2 kB

(FEAT: tests): Add comprehensive test suite for enhanced features 3 months ago
test_new_features.py

5.86 kB

Adds validation and testing scripts for POLYMEROS features and components 3 months ago
validate_features.py

4.38 kB

Adds validation and testing scripts for POLYMEROS features and components 3 months ago