├── .dvc ├── .gitignore ├── config └── plots │ ├── confusion.json │ ├── default.json │ ├── scatter.json │ └── smooth.json ├── .dvcignore ├── .gitignore ├── README.md ├── Screenshot from 2020-05-03 16-41-21.png ├── configs ├── data_preprocess.yaml ├── hyperparameters.yaml └── model │ ├── random_forest.yaml │ └── svc.yaml ├── data.dvc ├── mlruns ├── 3 │ ├── 3cd9e84b242b42d9a2432b082ecc7917 │ │ ├── meta.yaml │ │ └── tags │ │ │ ├── mlflow.source.name │ │ │ ├── mlflow.source.type │ │ │ └── mlflow.user │ └── meta.yaml └── .trash │ └── 2 │ └── meta.yaml ├── outputs └── 2020-10-09 │ └── 10-09-09 │ ├── .hydra │ ├── config.yaml │ ├── hydra.yaml │ └── overrides.yaml │ └── train.log └── src ├── predict.py ├── preprocessing.py ├── train.py └── train_pipeline.py /.dvc/.gitignore: -------------------------------------------------------------------------------- 1 | /config.local 2 | /tmp 3 | /cache 4 | -------------------------------------------------------------------------------- /.dvc/config: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/.dvc/config -------------------------------------------------------------------------------- /.dvc/plots/confusion.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/.dvc/plots/confusion.json -------------------------------------------------------------------------------- /.dvc/plots/default.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/.dvc/plots/default.json -------------------------------------------------------------------------------- /.dvc/plots/scatter.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/.dvc/plots/scatter.json -------------------------------------------------------------------------------- /.dvc/plots/smooth.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/.dvc/plots/smooth.json -------------------------------------------------------------------------------- /.dvcignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/.dvcignore -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | data/ 2 | __pycache__ -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/README.md -------------------------------------------------------------------------------- /Screenshot from 2020-05-03 16-41-21.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/Screenshot from 2020-05-03 16-41-21.png -------------------------------------------------------------------------------- /configs/data_preprocess.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/configs/data_preprocess.yaml -------------------------------------------------------------------------------- /configs/hyperparameters.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/configs/hyperparameters.yaml -------------------------------------------------------------------------------- /configs/model/random_forest.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/configs/model/random_forest.yaml -------------------------------------------------------------------------------- /configs/model/svc.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/configs/model/svc.yaml -------------------------------------------------------------------------------- /data.dvc: -------------------------------------------------------------------------------- 1 | outs: 2 | - md5: 86451bd526f5f95760f0b7a412508746.dir 3 | path: data 4 | -------------------------------------------------------------------------------- /mlruns/.trash/2/meta.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/mlruns/.trash/2/meta.yaml -------------------------------------------------------------------------------- /mlruns/3/3cd9e84b242b42d9a2432b082ecc7917/meta.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/mlruns/3/3cd9e84b242b42d9a2432b082ecc7917/meta.yaml -------------------------------------------------------------------------------- /mlruns/3/3cd9e84b242b42d9a2432b082ecc7917/tags/mlflow.source.name: -------------------------------------------------------------------------------- 1 | src/train.py -------------------------------------------------------------------------------- /mlruns/3/3cd9e84b242b42d9a2432b082ecc7917/tags/mlflow.source.type: -------------------------------------------------------------------------------- 1 | LOCAL -------------------------------------------------------------------------------- /mlruns/3/3cd9e84b242b42d9a2432b082ecc7917/tags/mlflow.user: -------------------------------------------------------------------------------- 1 | khuyentran -------------------------------------------------------------------------------- /mlruns/3/meta.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/mlruns/3/meta.yaml -------------------------------------------------------------------------------- /outputs/2020-10-09/10-09-09/.hydra/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/outputs/2020-10-09/10-09-09/.hydra/config.yaml -------------------------------------------------------------------------------- /outputs/2020-10-09/10-09-09/.hydra/hydra.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/outputs/2020-10-09/10-09-09/.hydra/hydra.yaml -------------------------------------------------------------------------------- /outputs/2020-10-09/10-09-09/.hydra/overrides.yaml: -------------------------------------------------------------------------------- 1 | [] 2 | -------------------------------------------------------------------------------- /outputs/2020-10-09/10-09-09/train.log: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /src/predict.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/src/predict.py -------------------------------------------------------------------------------- /src/preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/src/preprocessing.py -------------------------------------------------------------------------------- /src/train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/src/train.py -------------------------------------------------------------------------------- /src/train_pipeline.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khuyentran1401/Machine-learning-pipeline/HEAD/src/train_pipeline.py --------------------------------------------------------------------------------