Coursera - Machine Learning Engineering for Production (MLOps) Specialization

• Coursera - Machine Learning Engineering for Production (MLOps) Specialization
• ~Get Your Files Here !/Bonus Resources.txt 386 B
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.en.srt 6.5 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.en.txt 4.1 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.mp4 19.3 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/01_introduction-to-model-serving.en.srt 11.1 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/01_introduction-to-model-serving.en.txt 5.8 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/01_introduction-to-model-serving.mp4 10.8 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/02_ungraded-labs-best-practices_instructions.html 2.4 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/03_ungraded-lab-introduction-to-docker_C4_W1_Lab_1_Docker_Intro.md 170.7 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/03_ungraded-lab-introduction-to-docker_instructions.html 1.7 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/01_introduction-to-model-serving-infrastructure.en.srt 8.2 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/01_introduction-to-model-serving-infrastructure.en.txt 5.2 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/01_introduction-to-model-serving-infrastructure.mp4 8.3 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/02_deployment-options.en.srt 7 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/02_deployment-options.en.txt 3.7 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/02_deployment-options.mp4 5.2 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/03_improving-prediction-latency-and-reducing-resource-costs.en.srt 9.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/03_improving-prediction-latency-and-reducing-resource-costs.en.txt 5 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/03_improving-prediction-latency-and-reducing-resource-costs.mp4 8 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/04_creating-and-deploying-models-to-ai-prediction-platform.en.srt 4.1 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/04_creating-and-deploying-models-to-ai-prediction-platform.en.txt 2.6 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/04_creating-and-deploying-models-to-ai-prediction-platform.mp4 6.6 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/05_optional-build-train-and-deploy-an-xgboost-model-on-cloud-ai-platform_C4_W1_Optional_Lab_1.md 191.9 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/05_optional-build-train-and-deploy-an-xgboost-model-on-cloud-ai-platform_instructions.html 2.2 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/01_installing-tensorflow-serving.en.srt 11.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/01_installing-tensorflow-serving.en.txt 6 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/01_installing-tensorflow-serving.mp4 9.6 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/02_ungraded-lab-tensorflow-serving-with-docker_C4_W1_Lab_2_TFS_Docker.md 176 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/02_ungraded-lab-tensorflow-serving-with-docker_instructions.html 1.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/03_ungraded-lab-serve-a-model-with-tensorflow-serving_C4_W1_Lab_3_TFS.ipynb 74.7 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/03_ungraded-lab-serve-a-model-with-tensorflow-serving_instructions.html 1.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/01_model-serving-architecture.en.srt 6.8 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/01_model-serving-architecture.en.txt 4.4 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/01_model-serving-architecture.mp4 9.1 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/02_model-servers-tensorflow-serving.en.srt 5.6 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/02_model-servers-tensorflow-serving.en.txt 3.6 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/02_model-servers-tensorflow-serving.mp4 6.4 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/03_model-servers-other-providers.en.srt 9.6 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/03_model-servers-other-providers.en.txt 5.1 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/03_model-servers-other-providers.mp4 11.9 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/04_documentation-on-model-servers_instructions.html 1.7 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/05_ungraded-lab-deploy-a-ml-model-with-fastapi-and-docker_instructions.html 1.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/05_ungraded-lab-deploy-a-ml-model-with-fastapi-and-docker_README.md 160.2 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/01_scaling-infrastructure.en.srt 18.7 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/01_scaling-infrastructure.en.txt 10 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/01_scaling-infrastructure.mp4 25 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/02_learn-about-scaling-with-boy-bands_instructions.html 2.5 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/03_explore-kubernetes-and-kubeflow_instructions.html 139.7 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/01_online-inference.en.srt 9.5 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/01_online-inference.en.txt 6.2 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/01_online-inference.mp4 12.9 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/02_ungraded-lab-latency-testing-with-docker-compose-and-locust_instructions.html 1.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/02_ungraded-lab-latency-testing-with-docker-compose-and-locust_README.md 183.1 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/01_data-preprocessing.en.srt 6.5 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/01_data-preprocessing.en.txt 4.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/01_data-preprocessing.mp4 9.4 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/02_data-preprocessing_instructions.html 2.5 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/05_batch-inference-scenarios/01_batch-inference-scenarios.en.srt 10 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/05_batch-inference-scenarios/01_batch-inference-scenarios.en.txt 5.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/05_batch-inference-scenarios/01_batch-inference-scenarios.mp4 9 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/01_batch-processing-with-etl.en.srt 5.6 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/01_batch-processing-with-etl.en.txt 3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/01_batch-processing-with-etl.mp4 7.4 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/02_ungraded-lab-optional-machine-learning-with-apache-beam-and-tensorflow_C4_W2_Lab_4_Apache_Beam_and_Tensorflow.ipynb 74.8 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/02_ungraded-lab-optional-machine-learning-with-apache-beam-and-tensorflow_instructions.html 1.6 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/01_experiment-tracking.en.srt 13.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/01_experiment-tracking.en.txt 7 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/01_experiment-tracking.mp4 14.8 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/02_tools-for-experiment-tracking.en.srt 9.8 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/02_tools-for-experiment-tracking.en.txt 6.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/02_tools-for-experiment-tracking.mp4 11.7 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/03_experiment-tracking_instructions.html 1.4 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/04_introduction-to-mlops.en.srt 13.1 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/04_introduction-to-mlops.en.txt 8.5 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/04_introduction-to-mlops.mp4 15.8 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/01_mlops-level-0.en.srt 8.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/01_mlops-level-0.en.txt 4.4 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/01_mlops-level-0.mp4 7.9 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/02_mlops-levels-1-2.en.srt 16.5 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/02_mlops-levels-1-2.en.txt 10.6 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/02_mlops-levels-1-2.mp4 26.8 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/03_mlops-resources_instructions.html 1.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/04_ungraded-lab-intro-to-kubeflow-pipelines_C4_W3_Lab_1_Kubeflow_Pipelines.ipynb 74.8 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/04_ungraded-lab-intro-to-kubeflow-pipelines_instructions.html 1.7 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/05_developing-components-for-an-orchestrated-workflow.en.srt 16.8 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/05_developing-components-for-an-orchestrated-workflow.en.txt 10.9 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/05_developing-components-for-an-orchestrated-workflow.mp4 19.3 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/06_architecture-for-mlops-using-tfx-kubeflow-pipelines-and-cloud-build_instructions.html 1.1 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/01_managing-model-versions.en.srt 11.2 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/01_managing-model-versions.en.txt 5.9 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/01_managing-model-versions.mp4 10.9 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/02_ungraded-lab-model-versioning-with-tf-serving_instructions.html 1.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/02_ungraded-lab-model-versioning-with-tf-serving_README.md 176.4 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/03_ml-model-management_instructions.html 1.1 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/04_continuous-delivery.en.srt 9.3 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/04_continuous-delivery.en.txt 5.9 KB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/04_continuous-delivery.mp4 10.9 MB
• ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/05_ungraded-lab-ci-cd-pipelines-with-github-actions_README.md 198.7 KB

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