(FEAT)[Refactor Confidence Visualization and Update CSS]: Remove legacy confidence progress HTML function, enhance softmax confidence calculation, and implement theme-aware custom styles for better UI consistency.

(FEAT)[Add Training Types Module]: Introduce core data structures and types for training system, including TrainingConfig and TrainingProgress classes, along with cross-validation strategies and data augmentation functionality.

(FEAT)[Enhanced Results Widget]: Integrate advanced probability breakdown, QC, and provenance export

(CONFIG:Naming)[Enhanced Analysis and Interactive Dashboard]:

(CONFIG/NAME)[Implement Upload_and_Run.py and Update References]: Change landing page name `app.py` → `Upload_and_Run.py` for main application logic and update README and Dockerfile to reflect new entry point.

(FIX)[Correct Filename Case in Dockerfile and README]: Change 'App.py' to 'app.py' for consistency in entry point and app file reference

(FIX/UX)[Update Image Upload Interface]: Change image display to use container width for better responsiveness + fix jitter bug on Image Analysis page

(FEAT)[Refactor Image Processing Utilities]: Remove unused imports and clean up code structure in image_processing.py

Merge branch 'new-space-deploy' into space-deploy

(FEAT)[Add validate_spectrum_modality Utility]:

(FEAT)[Add Spectrum Modality Validation in Input]:

(FIX)[Remove Legacy Model Loader]:

(CHORE)[Cleanup & Dependency Update]: Refine .gitignore, update requirements, and remove obsolete files

(REFAC)[Enhance ResultsManager]: Expand ResultsManager for multi-model session tracking and export

(FEAT/REFAC)[Multifile Support Streamlined]: Enhance multifile batch processing for robust spectrum analysis

(CHORE+FIX)[Remove Async]: Remove async inference utilities for polymer classification

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

(REFAC)[UI/Ux]: Enhance UI components for robust polymer analysis and multi-model comparison

(REFAC)(core): Enhance core logic for model loading, inference, and spectrum parsing

(CHORE)[config[: Refine configuration for model weights, sample data, and UI state

(FEAT/REFAC)[UI/UX]: Implement comprehensive UI rendering and state management

(TRAINED)[Add Pre-trained CNN Models]: Include efficient, enhanced, hybrid, and ResNet18 vision models in outputs directory

Update LICENSE and add ML Pipeline Analysis Report

(TESTS)[Comprehensive Test Suite for Training Manager]: Validate training manager, config, data loading, augmentation, and metrics

(FEAT/DATASETS)[Demo Dataset Generation Script for ML Training]: Automate creation of synthetic polymer spectra for stable and weathered classes

(FEAT)[Implement Robust Training Management Backend]: Add training manager, config classes, data augmentation, metrics, and cross-validation utilities

(FEAT)[Create Model Training UI Component]: Introduce comprehensive UI for model training and experiment management

(FIX STATE)[State Management for Modality Selection in Comparison Tab]: Refactor comparison tab to robustly manage session state and prevent accidental overrides

(UPDATE_UI)[Add Model Training Tab to Main App]: Integrate model training tab and refactor tab logic

(FEAT)[Model Optimization Suite]: Add Model Optimization Suite for quantization, pruning, and benchmarking

(TASK)[Batch Processing Utilities]: Add module to support batch comparison and processing of spectral files.

(FEAT)[Utilities: Async Inference Engine]: Add asynchronous inference engine for multi-model processing

(FEAT: tests): Add comprehensive test suite for enhanced features

(FEAT)(New Models): Add advanced spectral CNN architectures

(FEAT+UX)[Comparison Tab Revamp]: Redesign model comparison tab for multi-model, modality-aware, and async processing.

(FEAT/REFAC)[Expand Registry & Metadata]: Enhance model registry with new models, richer metadata, and utility functions.

(MILESTONE)[Feature: Image Processing. ]: Add comprehensive spectral image processing module

(UI/UX)[UI Update]: Add image analysis tab and wire up image upload interface

(FEAT)[FTIR Processing Enhancements]: Refactor FTIR-specific processing and add atmospheric/water correction methods

(CHORE)[cleanup]: Remove deprecated files and documentation related to, including, validation protocols, and preprocessing scripts for FTIR data. This cleanup streamlines the repository by eliminating outdated resources and focuses on current implementations.

Merge branch 'space-deploy' of https://github.com/devjas1/polymer-os into new-space-deploy

fix: Correct filename casing for App.py in Dockerfile and README

Merge pull request #3 from devjas1/new-space-deploy

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

(DOCS)[CODEBASE_INVENTORY]: Update inventory to include FTIR support, enhance directory structure details, and refine preprocessing and performance tracking sections

(DOCS)[README]: Update and enhance description to include FTIR support; refine current scope and usage instructions

(FEAT)[data]: Add FTIR spectrum data for stable and weathered polymers; include stable sample CSV

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

(TESTS)[Multi File]: Add unit tests for multi-format spectrum parsing

(TESTS)[FTIR]: Add FTIR preprocessing unit tests