Glasses Detection

Deploy of a ML (CNN - based) model able to detect subjects wearing glass in photos.

Project Organization

📦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