Coursera Machine Learning on Google Cloud Specialization course series

Coursera Machine Learning on Google Cloud Specialization course series

Name	[Coursera] Machine Learning on Google Cloud Specialization - 5 course series	DOWNLOAD Copy Link
Total Size	1.5 GB
Total Files	754
Last Seen	2024-12-20 23:44
Hash	22C132F12A822D83847584AE58FC30A838123875

/.../02_improve-data-through-exploratory-data-analysis/
02_04_lab-demo-improve-the-quality-of-your-data.mp4	84.7 MB
02_01_improve-data-quality.en.srt	15.8 KB
02_01_improve-data-quality.en.txt	8.3 KB
02_01_improve-data-quality.mp4	19.3 MB
02_02_getting-started-with-google-cloud-and-qwiklabs.en.srt	6.5 KB
02_02_getting-started-with-google-cloud-and-qwiklabs.en.txt	4.1 KB
02_02_getting-started-with-google-cloud-and-qwiklabs.mp4	11.0 MB
02_03_lab-intro-improve-the-quality-of-your-data.en.srt	1.7 KB
02_03_lab-intro-improve-the-quality-of-your-data.en.txt	0.9 KB
02_03_lab-intro-improve-the-quality-of-your-data.mp4	1.8 MB
02_04_lab-demo-improve-the-quality-of-your-data.en.srt	25.3 KB
02_04_lab-demo-improve-the-quality-of-your-data.en.txt	15.5 KB
02_05_what-is-exploratory-data-analysis.en.srt	5.6 KB
02_05_what-is-exploratory-data-analysis.en.txt	3.0 KB
02_05_what-is-exploratory-data-analysis.mp4	7.2 MB
02_06_how-is-eda-used-in-machine-learning.en.srt	5.5 KB
02_06_how-is-eda-used-in-machine-learning.en.txt	2.9 KB
02_06_how-is-eda-used-in-machine-learning.mp4	6.1 MB
02_07_data-analysis-and-visualization.en.srt	4.2 KB
02_07_data-analysis-and-visualization.en.txt	2.5 KB
02_07_data-analysis-and-visualization.mp4	5.3 MB
02_08_lab-intro-explore-the-data-using-python-and-bigquery.en.srt	0.8 KB
02_08_lab-intro-explore-the-data-using-python-and-bigquery.en.txt	0.5 KB
02_08_lab-intro-explore-the-data-using-python-and-bigquery.mp4	1.0 MB
02_09_get-to-know-your-data-improve-data-through-exploratory-data-analysis_exam.html	4.5 KB
02_10_resources-get-to-know-your-data-improve-data-through-exploratory-data-analysis_instructions.html	1.3 KB
02_10_resources-get-to-know-your-data-improve-data-through-exploratory-data-analysis_Module 1_ Get to Know Your Data_ Improve Data through Exploratory Data Analysis - Resources.pdf	40.1 KB
/.../01_introduction onehack.us/01_introduction/
01_01_course-introduction.en.srt	1.9 KB
01_01_course-introduction.en.txt	1.0 KB
01_01_course-introduction.mp4	2.2 MB
/.../01_understanding-the-ml-enterprise-workflow-module-introduction-and-overview/
01_01_introduction.en.srt	0.3 KB
01_01_introduction.en.txt	0.2 KB
01_01_introduction.mp4	376.1 KB
01_02_overview-of-an-ml-enterprise-workflow.en.srt	6.3 KB
01_02_overview-of-an-ml-enterprise-workflow.en.txt	4.0 KB
01_02_overview-of-an-ml-enterprise-workflow.mp4	7.5 MB
01_03_understanding-the-ml-enterprise-workflow_exam.html	4.4 KB
01_04_resources-understanding-the-ml-enterprise-workflow_instructions.html	1.2 KB
01_04_resources-understanding-the-ml-enterprise-workflow_Module 1_ Understanding the Machine Learning Enterprise Workflow - Resources.pdf	41.2 KB
/.../01_data-in-the-enterprise-module-introduction/
01_01_introduction.en.srt	0.4 KB
01_01_introduction.en.txt	0.2 KB
01_01_introduction.mp4	445.8 KB
/.../02_tools-for-data-management-and-governance/
02_01_feature-store.en.srt	7.8 KB
02_01_feature-store.en.txt	4.9 KB
02_01_feature-store.mp4	10.2 MB
02_02_data-catalog.en.srt	2.8 KB
02_02_data-catalog.en.txt	1.7 KB
02_02_data-catalog.mp4	3.9 MB
/.../03_pre-ga-tools/
03_01_dataplex.en.srt	6.6 KB
03_01_dataplex.en.txt	3.5 KB
03_01_dataplex.mp4	6.3 MB
03_02_analytics-hub.en.srt	4.8 KB
03_02_analytics-hub.en.txt	3.0 KB
03_02_analytics-hub.mp4	5.8 MB
/.../04_data-preprocessing-options/
04_01_data-preprocessing-options.en.srt	4.6 KB
04_01_data-preprocessing-options.en.txt	2.5 KB
04_01_data-preprocessing-options.mp4	4.7 MB
04_02_dataprep.en.srt	7.2 KB
04_02_dataprep.en.txt	4.4 KB
04_02_dataprep.mp4	9.4 MB
04_03_lab-intro-exploring-and-creating-an-ecommerce-analytics-pipeline-with-dataprep.en.srt	0.3 KB
04_03_lab-intro-exploring-and-creating-an-ecommerce-analytics-pipeline-with-dataprep.en.txt	0.2 KB
04_03_lab-intro-exploring-and-creating-an-ecommerce-analytics-pipeline-with-dataprep.mp4	270.3 KB
04_04_coursera-getting-started-with-google-cloud-and-qwiklabs.en.srt	7.5 KB
04_04_coursera-getting-started-with-google-cloud-and-qwiklabs.en.txt	4.0 KB
04_04_coursera-getting-started-with-google-cloud-and-qwiklabs.mp4	11.0 MB
04_05_data-in-the-enterprise_exam.html	5.3 KB
04_06_resources-data-in-the-enterprise_instructions.html	1.1 KB
04_06_resources-data-in-the-enterprise_Module 2_ Data in the Enterprise - Resources.pdf	44.6 KB
/.../01_science-of-machine-learning-and-custom-training-module-introduction/
01_01_introduction.en.srt	0.4 KB
01_01_introduction.en.txt	0.2 KB
01_01_introduction.mp4	481.7 KB
/.../02_the-art-and-science-of-ml/
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02_01_the-art-and-science-of-machine-learning.en.txt	5.8 KB
02_01_the-art-and-science-of-machine-learning.mp4	9.9 MB
02_02_make-training-faster.en.srt	11.9 KB
02_02_make-training-faster.en.txt	7.5 KB
02_02_make-training-faster.mp4	10.4 MB
02_03_when-to-use-custom-training.en.srt	6.5 KB
02_03_when-to-use-custom-training.en.txt	4.1 KB
02_03_when-to-use-custom-training.mp4	7.6 MB
02_04_training-requirements-and-dependencies-part-1.en.srt	13.4 KB
02_04_training-requirements-and-dependencies-part-1.en.txt	7.0 KB
02_04_training-requirements-and-dependencies-part-1.mp4	12.4 MB
02_05_training-requirements-and-dependencies-part-2.en.srt	4.3 KB
02_05_training-requirements-and-dependencies-part-2.en.txt	2.8 KB
02_05_training-requirements-and-dependencies-part-2.mp4	4.8 MB
02_06_training-custom-ml-models-using-vertex-ai.en.srt	3.1 KB
02_06_training-custom-ml-models-using-vertex-ai.en.txt	1.7 KB
02_06_training-custom-ml-models-using-vertex-ai.mp4	3.7 MB
02_07_science-of-machine-learning-and-custom-training_exam.html	6.6 KB
02_08_resources-science-of-machine-learning-and-custom-training_instructions.html	1.2 KB
02_08_resources-science-of-machine-learning-and-custom-training_Module 3_ The Science of Machine Learning and Custom Training - Resources.pdf	44.7 KB
02_09_resources-the-science-of-machine-learning_instructions.html	1.1 KB
02_09_resources-the-science-of-machine-learning_PDF_Ref_Additional_Notes_Science of Machine Learning.pdf	4.8 MB
/.../01_vertex-vizier-hyperparameter-tuning-module-introduction/
01_01_introduction.en.srt	0.3 KB
01_01_introduction.en.txt	0.2 KB
01_01_introduction.mp4	331.2 KB
/.../02_hyperparameter-tuning/
02_01_vertex-ai-vizier-hyperparameter-tuning.en.srt	21.7 KB
02_01_vertex-ai-vizier-hyperparameter-tuning.en.txt	13.0 KB
02_01_vertex-ai-vizier-hyperparameter-tuning.mp4	24.4 MB
02_02_lab-intro-vertex-ai-hyperparameter-tuning.en.srt	0.5 KB
02_02_lab-intro-vertex-ai-hyperparameter-tuning.en.txt	0.3 KB
02_02_lab-intro-vertex-ai-hyperparameter-tuning.mp4	503.7 KB
02_03_vertex-vizier-hyperparameter-tuning_exam.html	5.2 KB
02_04_resources-vertex-vizier-hyperparameter-tuning_instructions.html	1.2 KB
02_04_resources-vertex-vizier-hyperparameter-tuning_Module 4_ Vertex Vizier Hyperparameter Tuning - Resources.pdf	40.4 KB
/.../01_prediction-and-model-monitoring-using-vertex-ai-module-introduction/
01_01_introduction.en.srt	0.8 KB
01_01_introduction.en.txt	0.4 KB
01_01_introduction.mp4	871.4 KB
/.../02_predictions-and-model-monitoring/
02_01_predictions-using-vertex-ai.en.srt	8.9 KB
02_01_predictions-using-vertex-ai.en.txt	4.7 KB
02_01_predictions-using-vertex-ai.mp4	10.4 MB
02_02_model-management-using-vertex-ai.en.srt	10.1 KB
02_02_model-management-using-vertex-ai.en.txt	6.3 KB
02_02_model-management-using-vertex-ai.mp4	12.0 MB
02_03_lab-intro-monitoring-vertex-ai-models.en.srt	0.5 KB
02_03_lab-intro-monitoring-vertex-ai-models.en.txt	0.3 KB
02_03_lab-intro-monitoring-vertex-ai-models.mp4	478.6 KB
02_04_prediction-and-model-monitoring-using-vertex-ai_exam.html	6.3 KB
02_05_resources-prediction-and-model-monitoring-using-vertex-ai_instructions.html	1.2 KB
02_05_resources-prediction-and-model-monitoring-using-vertex-ai_Module 5_ Prediction and Model Monitoring using Vertex AI - Resources.pdf	43.2 KB
/.../01_vertex-ai-pipelines-module-introduction/
01_01_introduction.en.srt	0.3 KB
01_01_introduction.en.txt	0.2 KB
01_01_introduction.mp4	359.8 KB
/.../02_prediction-using-vertex-ai-pipelines/
02_01_prediction-using-vertex-ai-pipelines.en.srt	4.7 KB
02_01_prediction-using-vertex-ai-pipelines.en.txt	3.0 KB
02_01_prediction-using-vertex-ai-pipelines.mp4	5.6 MB
02_02_lab-intro-vertex-ai-pipelines.en.srt	0.8 KB
02_02_lab-intro-vertex-ai-pipelines.en.txt	0.5 KB
02_02_lab-intro-vertex-ai-pipelines.mp4	1.1 MB
02_03_lab-introduction-and-walkthrough-vertex-ai-pipeline_instructions.html	1.1 KB
02_03_lab-introduction-and-walkthrough-vertex-ai-pipeline_Walkthrough_Introduction_to_Vertex_AI_Pipelines (1).pdf	4.1 MB
02_04_vertex-ai-pipelines_exam.html	3.8 KB
02_05_resources-vertex-ai-pipelines_instructions.html	1.1 KB
02_05_resources-vertex-ai-pipelines_Module 6_ Vertex AI Pipelines - Resources.pdf	40.0 KB
/.../01_best-practices-for-ml-development-on-vertex-ai-module-introduction/
01_01_introduction.en.srt	0.5 KB
01_01_introduction.en.txt	0.2 KB
01_01_introduction.mp4	451.4 KB
/.../02_best-practices-for-ml-development-on-vertex-ai/
02_01_best-practices-for-model-deployment-and-serving.en.srt	3.1 KB
02_01_best-practices-for-model-deployment-and-serving.en.txt	1.9 KB
02_01_best-practices-for-model-deployment-and-serving.mp4	3.5 MB
02_02_best-practices-for-model-monitoring.en.srt	4.6 KB
02_02_best-practices-for-model-monitoring.en.txt	2.5 KB
02_02_best-practices-for-model-monitoring.mp4	4.1 MB
02_03_vertex-ai-pipeline-best-practices.en.srt	5.1 KB
02_03_vertex-ai-pipeline-best-practices.en.txt	3.3 KB
02_03_vertex-ai-pipeline-best-practices.mp4	5.5 MB
02_04_best-practices-for-artifact-organization.en.srt	2.7 KB
02_04_best-practices-for-artifact-organization.en.txt	1.7 KB
02_04_best-practices-for-artifact-organization.mp4	2.9 MB
02_05_resources-best-practices-for-ml-development-on-vertex-ai_instructions.html	1.2 KB
02_05_resources-best-practices-for-ml-development-on-vertex-ai_Module 7_ Best Practices for Machine Learning Development - Resources.pdf	41.3 KB
/.../01_course-summary/
01_01_summary_instructions.html	1.1 KB
01_01_summary_Machine Learning in the Enterprise _ Course Summary.pdf	937.1 KB
01_02_resource-all-quiz-questions_instructions.html	1.1 KB
01_02_resource-all-quiz-questions_ML in the Enterprise - ALL QUIZ QUESTIONS v3.0.docx.pdf	175.9 KB
01_03_resources-all-readings_instructions.html	1.2 KB
01_03_resources-all-readings_Machine Learning in the Enterprise - Resources.pdf	67.9 KB
01_04_resource-all-slides_instructions.html	1.1 KB
01_04_resource-all-slides_T-MLGCP5-A _ MLE_CourseSlides.pdf	22.5 MB
/.../01_course-series-summary/
01_01_series-summary.en.srt	3.4 KB
01_01_series-summary.en.txt	2.2 KB
01_01_series-summary.mp4	3.7 MB
01_02_resource-best-practices-summary_[PDF] Best Practices for ML Development on Vertex AI.pdf	2.4 MB
01_02_resource-best-practices-summary_instructions.html	1.1 KB
/.../01_course-resource-module-1/
01_01__Module 1_ Understanding the Machine Learning Enterprise Workflow - Resources.pdf	41.2 KB
01_01__resources.html	1.2 KB
/.../02_course-resource-module-2/
02_01__Module 2_ Data in the Enterprise - Resources.pdf	44.6 KB
02_01__resources.html	1.1 KB
/.../03_course-resource-module-3/
03_01__Module 3_ The Science of Machine Learning and Custom Training - Resources.pdf	44.7 KB
03_01__resources.html	1.2 KB
/.../04_course-resource-module-4/
04_01__Module 4_ Vertex Vizier Hyperparameter Tuning - Resources.pdf	40.4 KB
04_01__resources.html	1.1 KB
/.../05_course-resource-module-5/
05_01__Module 5_ Prediction and Model Monitoring using Vertex AI - Resources.pdf	43.2 KB
05_01__resources.html	1.2 KB
/.../06_course-resource-module-6/
06_01__Module 6_ Vertex AI Pipelines - Resources.pdf	40.0 KB
06_01__resources.html	1.1 KB
/.../07_course-resource-module-7/
07_01__Module 7_ Best Practices for Machine Learning Development - Resources.pdf	41.3 KB
07_01__resources.html	1.2 KB
/.../08_course-resources-all-readings/
08_01__Machine Learning in the Enterprise - Resources.pdf	67.9 KB
08_01__resources.html	1.1 KB
/.../01_introduction-to-course/
01_01_course-introduction.en.srt	1.1 KB
01_01_course-introduction.en.txt	0.6 KB
01_01_course-introduction.mp4	1.1 MB
/.../01_introduction-to-vertex-ai-feature-store-module-introduction/
01_01_introduction.en.srt	0.7 KB
01_01_introduction.en.txt	0.4 KB
01_01_introduction.mp4	869.9 KB
/.../02_feature-store-benefits/
02_01_feature-store-benefits.en.srt	6.8 KB
02_01_feature-store-benefits.en.txt	3.6 KB
02_01_feature-store-benefits.mp4	7.7 MB
/.../03_feature-store-terminology-and-concepts/
03_01_feature-store-terminology-and-concepts.en.srt	7.3 KB
03_01_feature-store-terminology-and-concepts.en.txt	4.6 KB
03_01_feature-store-terminology-and-concepts.mp4	10.9 MB
/.../04_the-feature-store-data-model/
04_01_the-feature-store-data-model.en.srt	2.1 KB
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04_01_the-feature-store-data-model.mp4	2.1 MB
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05_01_creating-a-feature-store.en.srt	11.1 KB
05_01_creating-a-feature-store.en.txt	7.0 KB
05_01_creating-a-feature-store.mp4	15.1 MB
/.../06_serving-features-batch-and-online/
06_01_serving-features-batch-and-online.en.srt	6.4 KB
06_01_serving-features-batch-and-online.en.txt	4.1 KB
06_01_serving-features-batch-and-online.mp4	9.3 MB
06_02_introduction-to-vertex-ai-feature-store_exam.html	5.8 KB
06_03_resources-introduction-to-vertex-ai-feature-store_instructions.html	1.2 KB
06_03_resources-introduction-to-vertex-ai-feature-store_Module 1_ Introduction to Vertex AI Feature Store - Resources.pdf	38.3 KB
/.../01_raw-data-to-features-module-introduction/
01_01_introduction.en.srt	0.3 KB
01_01_introduction.en.txt	0.2 KB
01_01_introduction.mp4	381.3 KB
/.../03_module-2-raw-data-to-features/02_overview/
02_01_overview-of-feature-engineering.en.srt	11.7 KB
02_01_overview-of-feature-engineering.en.txt	7.4 KB
02_01_overview-of-feature-engineering.mp4	17.2 MB
02_02_raw-data-to-features.en.srt	3.0 KB
02_02_raw-data-to-features.en.txt	1.6 KB
02_02_raw-data-to-features.mp4	2.5 MB
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03_01_good-features-versus-bad-features.en.srt	6.7 KB
03_01_good-features-versus-bad-features.en.txt	4.2 KB
03_01_good-features-versus-bad-features.mp4	6.3 MB
03_02_features-should-be-known-at-prediction-time.en.srt	9.2 KB
03_02_features-should-be-known-at-prediction-time.en.txt	5.8 KB
03_02_features-should-be-known-at-prediction-time.mp4	8.9 MB
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03_03_features-should-be-numeric.en.txt	4.5 KB
03_03_features-should-be-numeric.mp4	6.7 MB
03_04_features-should-have-enough-examples.en.srt	8.9 KB
03_04_features-should-have-enough-examples.en.txt	5.7 KB
03_04_features-should-have-enough-examples.mp4	8.7 MB
03_05_bringing-human-insight.en.srt	0.7 KB
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03_05_bringing-human-insight.mp4	566.7 KB
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04_01_representing-features.en.txt	7.8 KB
04_01_representing-features.mp4	13.5 MB
04_02_raw-data-to-features_exam.html	4.9 KB
04_03_resources-raw-data-to-features_instructions.html	1.1 KB
04_03_resources-raw-data-to-features_Module 2_ Raw Data to Features - Resources.pdf	39.7 KB
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01_01_introduction.en.txt	0.2 KB
01_01_introduction.mp4	441.2 KB
01_02_machine-learning-versus-statistics.en.srt	5.8 KB
01_02_machine-learning-versus-statistics.en.txt	3.1 KB
01_02_machine-learning-versus-statistics.mp4	4.1 MB
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02_01_basic-feature-engineering.en.srt	8.4 KB
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02_01_basic-feature-engineering.mp4	9.6 MB
02_02_coursera-getting-started-with-google-cloud-platform-and-qwiklabs.en.srt	7.6 KB
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02_03_lab-intro-performing-basic-feature-engineering-in-bigquery-ml.en.srt	0.9 KB
02_03_lab-intro-performing-basic-feature-engineering-in-bigquery-ml.en.txt	0.5 KB
02_03_lab-intro-performing-basic-feature-engineering-in-bigquery-ml.mp4	748.1 KB
02_04_advanced-feature-engineering-feature-crosses.en.srt	7.1 KB
02_04_advanced-feature-engineering-feature-crosses.en.txt	4.5 KB
02_04_advanced-feature-engineering-feature-crosses.mp4	8.2 MB
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03_03_temporal-and-geolocation-features.en.srt	8.7 KB
03_03_temporal-and-geolocation-features.en.txt	4.6 KB
03_03_temporal-and-geolocation-features.mp4	9.7 MB
03_04_lab-intro-basic-feature-engineering-in-keras.en.srt	0.7 KB
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03_04_lab-intro-basic-feature-engineering-in-keras.mp4	696.4 KB
03_05_lab-intro-advanced-feature-engineering-in-keras.en.srt	0.7 KB
03_05_lab-intro-advanced-feature-engineering-in-keras.en.txt	0.4 KB
03_05_lab-intro-advanced-feature-engineering-in-keras.mp4	677.2 KB
03_06_feature-engineering_exam.html	8.8 KB
03_07_resources-feature-engineering_instructions.html	1.1 KB
03_07_resources-feature-engineering_Module 3_ Feature Engineering - Resources.pdf	40.1 KB
/.../01_preprocessing-and-feature-creation-module-introduction/
01_01_introduction.en.srt	0.5 KB
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02_02_dataflow-terms-and-concepts.mp4	8.0 MB
02_03_preprocessing-and-feature-creation_exam.html	268.8 KB
02_04_resources-preprocessing-and-feature-creation_instructions.html	1.2 KB
02_04_resources-preprocessing-and-feature-creation_Module 4_ Preprocessing and Feature Creation - Resources.pdf	39.6 KB
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