feat: crown Commend API routes remix tools data processing ve istemci IP utilities eklendi

feat: data processing remix ve analysis backend routes ile rate limiting ve istemci IP servisleri eklendi

feat: analysis jobs queue inference xai ve timeline modules ile unit tests eklendi

feat: analysis jobs timeline scanning inference xai ve corresponding tests eklendi

feat: audio feature extraction ve vocal analyzer servisleri için music detection eklendi

feat: fastAPI backend application entrypoint ile routers ve ara yazılım eklendi

feat: background analysis job queue servisi ve corresponding tests eklendi

feat: background analysis jobs servisi ile queueing ve progress tracking eklendi

feat: health check route için backend servisleri ve modelleri eklendi

feat: health check ve audio analysis API routes eklendi

feat: backend entrypoint ve core analysis routes eklendi

feat: background analysis jobs servisi ile queueing progress tracking ve caching eklendi

feat: background analysis jobs servisi ile fair queueing ve caching eklendi

feat: fST external API istemci için AI music detection eklendi

feat: general analysis route için audio uploads ve YouTube URLs düzeltildi

feat: aI analysis servisleri routes detectors ve test suites eklendi

feat: analysis schemas XAI inference YouTube downloader ve analysis job servisleri eklendi

feat: meta-classifier servisi için stacking ensemble model fusion eklendi

feat: unified analysis uç noktası ve meta-classifier servisi için file ve URL processing eklendi

feat: unified analysis uç noktası ile desteği için YouTube ve file uploads eklendi

refactor: extract Pydantic modelleri üzerinden analyze.py into analyze_schemas.py ve the core api/analyze route ile rate limiting eklendi

feat: remix ve Multitrack API uç noktaları ile rate limiting ve Pydantic schema doğrulama eklendi

feat: unified analyze uç noktası ve isolated test istemci yapılandırma eklendi

feat: remix engine routes dream analysis servisleri ve dataset organization utilities eklendi

feat: audio processing ve organization API uç noktaları ile unit testing eklendi

feat: youTube API servisi ve backend routing için video interaction ve comment management eklendi

feat: implement automated training diagnostics, dataset bias analysis, and revision figure generation pipelines

feat: add reservations API with table management and email notifications

fix: extend xlim in plot_ml_vs_dl to prevent clipping of value labels

feat: integrate wav2vec2 score into score fusion logic

fix: add wav2vec2 result handling and logging in analyze file processing

feat: add Wav2Vec2 detector service to analysis route

fix: adjust confidence calculation and streamline model download logic

fix: real ensemble inference, Youden threshold, DL unpickler

fix: update calibration and precision-recall plotting functions to load data from files

fix: update confusion matrix and score distribution functions to load pre-computed CV predictions

feat: add script to generate publication-ready figures for AURIS paper

fix: add ffmpeg decoding fallback for audio loading in analyze_vocals

fix: add ffmpeg decoding fallback for unsupported audio formats in feature extraction

fix: update evaluation to use optimal threshold and adjust BCEWithLogitsLoss for class imbalance

fix: adjust BCEWithLogitsLoss to handle class imbalance with pos_weight

fix: add missing roc_curve metric import for evaluation

feat: define families dictionary for candidate classifiers in _build_candidate_families function

feat: enhance candidate selection with class ratio and calibrated SVC for improved model performance

feat: implement optimal threshold calculation for binary predictions in train function

feat: add CalibratedClassifierCV and roc_curve imports for enhanced model evaluation

feat: add TorchSklearnWrapper for PyTorch model compatibility with sklearn and enhance final model training process

Add Gradio dependency to requirements.txt with version constraints

feat: train all models on full data and save their paths

Refactor code structure for improved readability and maintainability