├── .gitignore ├── README.md ├── Week1 ├── .ipynb_checkpoints │ └── Untitled-checkpoint.ipynb ├── README.md ├── homework │ ├── .ipynb_checkpoints │ │ └── Taxi_trip_duration_prediction_with_need_of_mlops-checkpoint.ipynb │ ├── Taxi_trip_duration_prediction_with_need_of_mlops.ipynb │ └── data │ │ ├── fhv_tripdata_2021-01.parquet │ │ └── fhv_tripdata_2021-02.parquet └── imgs │ └── neptune-mlops.png ├── Week2 ├── .ipynb_checkpoints │ └── mlflow_in_work-checkpoint.ipynb ├── README.md ├── data │ ├── green_tripdata_2021-01.parquet │ ├── green_tripdata_2021-02.parquet │ └── green_tripdata_2021-03.parquet ├── homework.ipynb ├── img │ ├── 01trackerpage.png │ ├── 02lrexperiment.png │ ├── 03xgbexppart1.png │ ├── 03xgbexppart2.png │ ├── 03xgbexppart3.png │ ├── 04xgbautopart1.png │ ├── 04xgbautopart2.png │ ├── 04xgbautopart3.png │ ├── 5registermodel.png │ ├── 5registermodel2.png │ ├── 5registermodel3.png │ ├── 5registermodel4.png │ ├── addexp_without_db.png │ ├── experiment-tracking-mlops-v2.png │ ├── experiment-tracking-mlops-v3.png │ ├── experiment_tracking_mlflow.png │ ├── mlflowcli.png │ ├── mlflowui.png │ └── mlflowui_page.png ├── mlflow.db ├── mlflow_in_work.html ├── mlflow_in_work.ipynb ├── mlruns │ ├── 0 │ │ └── meta.yaml │ └── 1 │ │ ├── 27ceb6c27df54460955be0cac0bdf4cc │ │ └── artifacts │ │ │ └── model │ │ │ ├── MLmodel │ │ │ ├── conda.yaml │ │ │ ├── model.pkl │ │ │ ├── python_env.yaml │ │ │ └── requirements.txt │ │ ├── b92ad32f58304d66a5f2a760e4b0f5ea │ │ └── artifacts │ │ │ └── models_pickle │ │ │ └── lin_reg.bin │ │ ├── cd6a05b210384478b6e11b63ab70a9ea │ │ └── artifacts │ │ │ ├── feature_importance_weight.json │ │ │ ├── feature_importance_weight.png │ │ │ └── model │ │ │ ├── MLmodel │ │ │ ├── conda.yaml │ │ │ ├── model.xgb │ │ │ ├── python_env.yaml │ │ │ └── requirements.txt │ │ ├── e0b458b2f67a4f139612bdf23a15d58a │ │ └── artifacts │ │ │ └── models_pickle │ │ │ └── lin_reg.bin │ │ └── meta.yaml ├── models │ └── lin_reg.bin ├── output │ ├── dv.pkl │ ├── test.pkl │ ├── train.pkl │ └── valid.pkl ├── preprocess_data.py ├── requirements.txt └── train.py ├── Week3 ├── HOMEWORK.md ├── README.md ├── data │ ├── fhv_tripdata_2021-01.parquet │ └── fhv_tripdata_2021-02.parquet ├── homework.py ├── homework_solution.py ├── img │ ├── Screenshot 2022-06-24 152149.png │ ├── cmdlogs.png │ ├── inboundrules.png │ ├── mlflowrundetails.png │ ├── mlflowruns.png │ ├── mlflowuiempty.png │ ├── mlfowandprefect.png │ ├── mlfowandprefect2.png │ ├── mlfowandprefect3.png │ ├── prefectlogs.png │ ├── prefectuiempty.png │ └── runinorion.png └── mlflow.db ├── Week4 ├── README.md ├── batch-inference │ ├── Dockerfile │ ├── Pipfile │ ├── Pipfile.lock │ ├── mlflow.db │ ├── output │ │ └── fhv │ │ │ └── 2021-02.parquet │ ├── score-deploy.py │ ├── score.ipynb │ ├── score.py │ └── tmp │ │ └── 41f26a23-9e5d-43da-bb3e-116574c9fb3e ├── batch-train │ ├── Pipfile │ ├── Pipfile.lock │ ├── fhv-taxi-duration-training.ipynb │ └── mlflow.db ├── img │ ├── beforedeploy.png │ ├── deploymentarchitecture.png │ ├── mlflowexp.png │ ├── mlflowexpdetails.png │ ├── modeldeployment.png │ ├── pred.png │ ├── predwebservice_v1.png │ └── scorerun.png ├── streaming │ ├── Dockerfile │ ├── Pipfile │ ├── Pipfile.lock │ ├── README.md │ ├── imgs │ │ ├── architecture.png │ │ ├── createtestevent.png │ │ ├── deafultlambdascript.png │ │ ├── deploylambdafunc.png │ │ ├── dockertestoutput.png │ │ ├── ecrpushlog.png │ │ ├── finalresult.png │ │ ├── kinesisaccesstoec2.png │ │ ├── kinesiseventcreate.png │ │ ├── kinesisoutput1.png │ │ ├── kinesisputpolicy.png │ │ ├── lambdaaddtrigger.png │ │ ├── lambdaenvironmentvariables.png │ │ ├── lamdafuncreate.png │ │ ├── limitchange.png │ │ ├── newenvironmentvariable.png │ │ ├── newevent.png │ │ ├── newlambdafromdocker.png │ │ ├── newmanualtestingsuccess.png │ │ ├── newtriggeronlambda.png │ │ ├── s3accesstolambda.png │ │ ├── shardandsequencenbr.png │ │ ├── testdecodedlog.png │ │ ├── testencodedlog.png │ │ ├── testresult.png │ │ ├── testresultwithoutmlflow.png │ │ ├── testupdatedlambda.png │ │ ├── triggeradded.png │ │ └── triggerselectkinesisevent.png │ ├── lambda_function.py │ ├── test.py │ └── test_docker.py ├── web-service-mlflow │ ├── Dockerfile │ ├── Pipfile │ ├── Pipfile.lock │ ├── data │ │ ├── green_tripdata_2021-01.parquet │ │ └── green_tripdata_2021-02.parquet │ ├── mlflow.db │ ├── predict.py │ ├── taxi-duration-rf-training.ipynb │ └── test.py └── web-service │ ├── Dockerfile │ ├── __pycache__ │ └── predict.cpython-39.pyc │ ├── lin_reg.bin │ ├── predict.py │ ├── predict_wthout_flask.py │ ├── test.py │ └── test_without_flask.py └── Week5 ├── Pipfile ├── Pipfile.lock ├── README.md ├── docker-compose.yml ├── evidently_report_example.html ├── evidently_service ├── Dockerfile ├── app.py ├── config.yaml ├── config │ ├── grafana_dashboards.yaml │ ├── grafana_datasources.yaml │ └── prometheus.yml ├── dashboards │ ├── cat_target_drift.json │ ├── classification_performance.json │ ├── data_drift.json │ ├── 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