Deploy of a ML (CNN - based) model able to detect subjects wearing glass in photos.
📦glassDetection
┣ 📂.dvc
┣ 📂.git
┣ 📂.github
┃ ┗ 📂workflows
┃ ┃ ┣ 📜api-test.yaml
┃ ┃ ┣ 📜CI_CD.yml
┃ ┃ ┣ 📜dvc_repro.yml
┃ ┃ ┣ 📜QA.yml
┃ ┃ ┣ 📜server_check.yml
┃ ┃ ┗ 📜test_code.yml
┣ 📂app
┃ ┣ 📜api.py
┃ ┣ 📜Dockerfile
┃ ┣ 📜monitoring.py
┃ ┣ 📜schemas.py
┃ ┣ 📜test2.jpg
┃ ┣ 📜test_api.py
┃ ┣ 📜test_img.jpeg
┃ ┣ 📜test_img.jpg
┃ ┗ 📜test_server.py
┣ 📂app_frontend
┃ ┣ 📂test
┃ ┣ 📜Dockerfile
┃ ┣ 📜interface.py
┃ ┗ 📜requirements_frontend.txt
┣ 📂data
┃ ┣ 📂CelebA
┃ ┃ ┣ 📂figures
┃ ┃ ┃ ┗ 📜exampleCelebA.png
┃ ┃ ┣ 📂raw
┃ ┃ ┃ ┣ 📜.gitignore
┃ ┃ ┃ ┣ 📜celeb_augmented_preprocessed.h5.dvc
┃ ┃ ┃ ┣ 📜list_attr_celeba.txt
┃ ┃ ┃ ┗ 📜noglass_celeb_augmented_preprocessed.h5.dvc
┃ ┃ ┗ 📜README.md
┃ ┣ 📂Selfie
┃ ┃ ┣ 📂figures
┃ ┃ ┃ ┣ 📜sample.jpg
┃ ┃ ┃ ┗ 📜selfie_dataset6.jpg
┃ ┃ ┣ 📂processed
┃ ┃ ┃ ┗ 📜selfie_dataset.txt
┃ ┃ ┣ 📂raw
┃ ┃ ┃ ┣ 📜.gitignore
┃ ┃ ┃ ┣ 📜noglass_selfie_augmented_preprocessed.h5.dvc
┃ ┃ ┃ ┗ 📜selfie_augmented_preprocessed.h5.dvc
┃ ┃ ┗ 📜README.md
┃ ┣ 📂Selfie_reduced
┃ ┃ ┣ 📂processed
┃ ┃ ┃ ┣ 📂images
┃ ┃ ┃ ┣ 📜.gitignore
┃ ┃ ┃ ┣ 📜README.txt
┃ ┃ ┃ ┣ 📜selfie_reduced.h5
┃ ┃ ┃ ┗ 📜selfie_reduced.h5.dvc
┃ ┃ ┣ 📂raw
┃ ┃ ┃ ┣ 📜.gitignore
┃ ┃ ┃ ┣ 📜Selfie-dataset.zip
┃ ┃ ┃ ┣ 📜Selfie-dataset.zip.dvc
┃ ┃ ┃ ┗ 📜selfie_reduced.h5
┃ ┃ ┗ 📜.gitignore
┃ ┗ 📂UTK_face
┃ ┃ ┣ 📂figures
┃ ┃ ┃ ┗ 📜samples.png
┃ ┃ ┣ 📂raw
┃ ┃ ┃ ┣ 📜.gitignore
┃ ┃ ┃ ┣ 📜noglass_utk_augmented_preprocessed.h5.dvc
┃ ┃ ┃ ┗ 📜utk_augmented_preprocessed.h5.dvc
┃ ┃ ┗ 📜README.md
┣ 📂docs
┃ ┣ 📜commands.rst
┃ ┣ 📜conf.py
┃ ┣ 📜getting-started.rst
┃ ┣ 📜index.rst
┃ ┣ 📜make.bat
┃ ┗ 📜Makefile
┣ 📂great_expectations
┃ ┣ 📂checkpoints
┃ ┃ ┣ 📜13_rows_deleted.yml
┃ ┃ ┗ 📜13_rows_deleted1.yml
┃ ┣ 📂expectations
┃ ┃ ┣ 📜.ge_store_backend_id
┃ ┃ ┣ 📜reduced.json
┃ ┃ ┗ 📜reduced_suite.json
┃ ┣ 📂plugins
┃ ┃ ┗ 📂custom_data_docs
┃ ┃ ┃ ┣ 📂renderers
┃ ┃ ┃ ┣ 📂styles
┃ ┃ ┃ ┃ ┗ 📜data_docs_custom_styles.css
┃ ┃ ┃ ┗ 📂views
┃ ┣ 📜.gitignore
┃ ┗ 📜great_expectations.yml
┣ 📂models
┃ ┣ 📂figures
┃ ┃ ┣ 📜hardToClassify.png
┃ ┃ ┣ 📜ourCNN.png
┃ ┃ ┣ 📜pipeline.PNG
┃ ┃ ┗ 📜stateOfTheArtPerformance.png
┃ ┣ 📜finalModelGlassDetection255.dvc
┃ ┗ 📜README.md
┣ 📂monitoring
┃ ┣ 📜drift-detection.py
┃ ┣ 📜locustfile.py
┃ ┗ 📜prometheus.yml
┣ 📂notebooks
┃ ┗ 📜.gitkeep
┣ 📂references
┃ ┗ 📜.gitkeep
┣ 📂reports
┃ ┣ 📂figures
┃ ┃ ┗ 📜.gitkeep
┃ ┗ 📜.gitkeep
┣ 📂src
┃ ┣ 📂data
┃ ┃ ┣ 📜.gitkeep
┃ ┃ ┣ 📜FaceAlignerNetwork.py
┃ ┃ ┣ 📜make_dataset.py
┃ ┃ ┗ 📜__init__.py
┃ ┣ 📂features
┃ ┃ ┣ 📜.gitkeep
┃ ┃ ┣ 📜build_features.py
┃ ┃ ┗ 📜__init__.py
┃ ┣ 📂models
┃ ┃ ┣ 📜.gitkeep
┃ ┃ ┣ 📜predict_model.py
┃ ┃ ┣ 📜shape_predictor_5_face_landmarks.dat
┃ ┃ ┣ 📜train_model.py
┃ ┃ ┗ 📜__init__.py
┃ ┣ 📂visualization
┃ ┃ ┣ 📜.gitkeep
┃ ┃ ┣ 📜visualize.py
┃ ┃ ┗ 📜__init__.py
┃ ┗ 📜__init__.py
┣ 📂tests
┃ ┣ 📜.gitignore
┃ ┣ 📜testing_data.py
┃ ┣ 📜test_make_dataset.py
┃ ┗ 📜test_model.py
┣ 📜.dvcignore
┣ 📜.gitignore
┣ 📜docker-compose.yml
┣ 📜drift-detection.py
┣ 📜dvc.lock
┣ 📜dvc.yaml
┣ 📜LICENSE
┣ 📜Makefile
┣ 📜README.md
┣ 📜requirements.txt
┣ 📜setup.py
┣ 📜test_environment.py
┗ 📜tox.ini
Project based on the cookiecutter data science project template. #cookiecutterdatascience