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[Coursera] Machine Learning on Google Cloud Specialization - 5 course series
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2024-12-22 18:37
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Machine
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文件列表
launching-machine-learning/02_get-to-know-your-data-improve-data-through-exploratory-data-analysis/02_improve-data-through-exploratory-data-analysis/02_04_lab-demo-improve-the-quality-of-your-data.mp4
80.78MB
art-science-ml/01_introduction onehack.us/01_introduction/01_01_course-introduction.mp4
2.11MB
art-science-ml/02_understanding-the-ml-enterprise-workflow/01_understanding-the-ml-enterprise-workflow-module-introduction-and-overview/01_01_introduction.mp4
367.29KB
art-science-ml/02_understanding-the-ml-enterprise-workflow/01_understanding-the-ml-enterprise-workflow-module-introduction-and-overview/01_02_overview-of-an-ml-enterprise-workflow.mp4
7.13MB
art-science-ml/03_data-in-the-enterprise/01_data-in-the-enterprise-module-introduction/01_01_introduction.mp4
435.34KB
art-science-ml/03_data-in-the-enterprise/02_tools-for-data-management-and-governance/02_01_feature-store.mp4
9.77MB
art-science-ml/03_data-in-the-enterprise/02_tools-for-data-management-and-governance/02_02_data-catalog.mp4
3.68MB
art-science-ml/03_data-in-the-enterprise/03_pre-ga-tools/03_01_dataplex.mp4
6.04MB
art-science-ml/03_data-in-the-enterprise/03_pre-ga-tools/03_02_analytics-hub.mp4
5.49MB
art-science-ml/03_data-in-the-enterprise/04_data-preprocessing-options/04_01_data-preprocessing-options.mp4
4.51MB
art-science-ml/03_data-in-the-enterprise/04_data-preprocessing-options/04_02_dataprep.mp4
8.94MB
art-science-ml/03_data-in-the-enterprise/04_data-preprocessing-options/04_03_lab-intro-exploring-and-creating-an-ecommerce-analytics-pipeline-with-dataprep.mp4
263.95KB
art-science-ml/03_data-in-the-enterprise/04_data-preprocessing-options/04_04_coursera-getting-started-with-google-cloud-and-qwiklabs.mp4
10.45MB
art-science-ml/04_science-of-machine-learning-and-custom-training/01_science-of-machine-learning-and-custom-training-module-introduction/01_01_introduction.mp4
470.43KB
art-science-ml/04_science-of-machine-learning-and-custom-training/02_the-art-and-science-of-ml/02_01_the-art-and-science-of-machine-learning.mp4
9.43MB
art-science-ml/04_science-of-machine-learning-and-custom-training/02_the-art-and-science-of-ml/02_02_make-training-faster.mp4
9.92MB
art-science-ml/04_science-of-machine-learning-and-custom-training/02_the-art-and-science-of-ml/02_03_when-to-use-custom-training.mp4
7.22MB
art-science-ml/04_science-of-machine-learning-and-custom-training/02_the-art-and-science-of-ml/02_04_training-requirements-and-dependencies-part-1.mp4
11.8MB
art-science-ml/04_science-of-machine-learning-and-custom-training/02_the-art-and-science-of-ml/02_05_training-requirements-and-dependencies-part-2.mp4
4.6MB
art-science-ml/04_science-of-machine-learning-and-custom-training/02_the-art-and-science-of-ml/02_06_training-custom-ml-models-using-vertex-ai.mp4
3.52MB
art-science-ml/05_vertex-vizier-hyperparameter-tuning/01_vertex-vizier-hyperparameter-tuning-module-introduction/01_01_introduction.mp4
323.4KB
art-science-ml/05_vertex-vizier-hyperparameter-tuning/02_hyperparameter-tuning/02_01_vertex-ai-vizier-hyperparameter-tuning.mp4
23.31MB
art-science-ml/05_vertex-vizier-hyperparameter-tuning/02_hyperparameter-tuning/02_02_lab-intro-vertex-ai-hyperparameter-tuning.mp4
491.9KB
art-science-ml/06_prediction-and-model-monitoring-using-vertex-ai/01_prediction-and-model-monitoring-using-vertex-ai-module-introduction/01_01_introduction.mp4
850.97KB
art-science-ml/06_prediction-and-model-monitoring-using-vertex-ai/02_predictions-and-model-monitoring/02_01_predictions-using-vertex-ai.mp4
9.93MB
art-science-ml/06_prediction-and-model-monitoring-using-vertex-ai/02_predictions-and-model-monitoring/02_02_model-management-using-vertex-ai.mp4
11.42MB
art-science-ml/06_prediction-and-model-monitoring-using-vertex-ai/02_predictions-and-model-monitoring/02_03_lab-intro-monitoring-vertex-ai-models.mp4
467.38KB
art-science-ml/07_vertex-ai-pipelines/01_vertex-ai-pipelines-module-introduction/01_01_introduction.mp4
351.33KB
art-science-ml/07_vertex-ai-pipelines/02_prediction-using-vertex-ai-pipelines/02_01_prediction-using-vertex-ai-pipelines.mp4
5.37MB
art-science-ml/07_vertex-ai-pipelines/02_prediction-using-vertex-ai-pipelines/02_02_lab-intro-vertex-ai-pipelines.mp4
1.03MB
art-science-ml/08_best-practices-for-ml-development/01_best-practices-for-ml-development-on-vertex-ai-module-introduction/01_01_introduction.mp4
440.83KB
art-science-ml/08_best-practices-for-ml-development/02_best-practices-for-ml-development-on-vertex-ai/02_01_best-practices-for-model-deployment-and-serving.mp4
3.33MB
art-science-ml/08_best-practices-for-ml-development/02_best-practices-for-ml-development-on-vertex-ai/02_02_best-practices-for-model-monitoring.mp4
3.94MB
art-science-ml/08_best-practices-for-ml-development/02_best-practices-for-ml-development-on-vertex-ai/02_03_vertex-ai-pipeline-best-practices.mp4
5.26MB
art-science-ml/08_best-practices-for-ml-development/02_best-practices-for-ml-development-on-vertex-ai/02_04_best-practices-for-artifact-organization.mp4
2.74MB
art-science-ml/10_series-summary onehack.us/01_course-series-summary/01_01_series-summary.mp4
3.57MB
feature-engineering/01_module-0-introduction/01_introduction-to-course/01_01_course-introduction.mp4
1.04MB
feature-engineering/02_module-1-introduction-to-vertex-ai-feature-store/01_introduction-to-vertex-ai-feature-store-module-introduction/01_01_introduction.mp4
849.55KB
feature-engineering/02_module-1-introduction-to-vertex-ai-feature-store/02_feature-store-benefits/02_01_feature-store-benefits.mp4
7.34MB
feature-engineering/02_module-1-introduction-to-vertex-ai-feature-store/03_feature-store-terminology-and-concepts/03_01_feature-store-terminology-and-concepts.mp4
10.42MB
feature-engineering/02_module-1-introduction-to-vertex-ai-feature-store/04_the-feature-store-data-model/04_01_the-feature-store-data-model.mp4
2.02MB
feature-engineering/02_module-1-introduction-to-vertex-ai-feature-store/05_creating-a-feature-store/05_01_creating-a-feature-store.mp4
14.41MB
feature-engineering/02_module-1-introduction-to-vertex-ai-feature-store/06_serving-features-batch-and-online/06_01_serving-features-batch-and-online.mp4
8.84MB
feature-engineering/03_module-2-raw-data-to-features/01_raw-data-to-features-module-introduction/01_01_introduction.mp4
372.39KB
feature-engineering/03_module-2-raw-data-to-features/02_overview/02_01_overview-of-feature-engineering.mp4
16.37MB
feature-engineering/03_module-2-raw-data-to-features/02_overview/02_02_raw-data-to-features.mp4
2.38MB
feature-engineering/03_module-2-raw-data-to-features/03_feature-attributes/03_01_good-features-versus-bad-features.mp4
6.02MB
feature-engineering/03_module-2-raw-data-to-features/03_feature-attributes/03_02_features-should-be-known-at-prediction-time.mp4
8.52MB
feature-engineering/03_module-2-raw-data-to-features/03_feature-attributes/03_03_features-should-be-numeric.mp4
6.39MB
feature-engineering/03_module-2-raw-data-to-features/03_feature-attributes/03_04_features-should-have-enough-examples.mp4
8.28MB
feature-engineering/03_module-2-raw-data-to-features/03_feature-attributes/03_05_bringing-human-insight.mp4
553.43KB
feature-engineering/03_module-2-raw-data-to-features/04_representing-features/04_01_representing-features.mp4
12.84MB
feature-engineering/04_module-3-feature-engineering/01_feature-engineering-module-introduction/01_01_introduction.mp4
430.9KB
feature-engineering/04_module-3-feature-engineering/01_feature-engineering-module-introduction/01_02_machine-learning-versus-statistics.mp4
3.93MB
feature-engineering/04_module-3-feature-engineering/02_feature-engineering-in-bigquery-ml/02_01_basic-feature-engineering.mp4
9.15MB
feature-engineering/04_module-3-feature-engineering/02_feature-engineering-in-bigquery-ml/02_02_coursera-getting-started-with-google-cloud-platform-and-qwiklabs.mp4
10.64MB
feature-engineering/04_module-3-feature-engineering/02_feature-engineering-in-bigquery-ml/02_03_lab-intro-performing-basic-feature-engineering-in-bigquery-ml.mp4
730.53KB
feature-engineering/04_module-3-feature-engineering/02_feature-engineering-in-bigquery-ml/02_04_advanced-feature-engineering-feature-crosses.mp4
7.82MB
feature-engineering/04_module-3-feature-engineering/02_feature-engineering-in-bigquery-ml/02_05_bucketize-and-transform-functions.mp4
5.69MB
feature-engineering/04_module-3-feature-engineering/03_feature-engineering-in-keras/03_01_predict-housing-prices.mp4
10.44MB
feature-engineering/04_module-3-feature-engineering/03_feature-engineering-in-keras/03_02_estimate-taxi-fare.mp4
5.21MB
feature-engineering/04_module-3-feature-engineering/03_feature-engineering-in-keras/03_03_temporal-and-geolocation-features.mp4
9.3MB
feature-engineering/04_module-3-feature-engineering/03_feature-engineering-in-keras/03_04_lab-intro-basic-feature-engineering-in-keras.mp4
680.04KB
feature-engineering/04_module-3-feature-engineering/03_feature-engineering-in-keras/03_05_lab-intro-advanced-feature-engineering-in-keras.mp4
661.33KB
feature-engineering/05_module-4-preprocessing-and-feature-creation/01_preprocessing-and-feature-creation-module-introduction/01_01_introduction.mp4
585.79KB
feature-engineering/05_module-4-preprocessing-and-feature-creation/02_apache-beam-and-dataflow/02_01_apache-beam-and-dataflow.mp4
5.5MB
feature-engineering/05_module-4-preprocessing-and-feature-creation/02_apache-beam-and-dataflow/02_02_dataflow-terms-and-concepts.mp4
7.63MB
feature-engineering/06_module-5-feature-crosses-tensorflow-playground/01_feature-crosses-tensorflow-playground-module-introduction/01_01_introduction.mp4
346.43KB
feature-engineering/06_module-5-feature-crosses-tensorflow-playground/02_feature-crosses/02_01_what-is-a-feature-cross.mp4
2.9MB
feature-engineering/06_module-5-feature-crosses-tensorflow-playground/02_feature-crosses/02_02_discretization.mp4
1.13MB
feature-engineering/06_module-5-feature-crosses-tensorflow-playground/02_feature-crosses/02_03_lab-intro-tensorflow-playground-use-feature-crosses-to-create-a-good-classifier.mp4
648.87KB
feature-engineering/06_module-5-feature-crosses-tensorflow-playground/02_feature-crosses/02_04_lab-intro-tensorflow-playground-too-much-of-a-good-thing.mp4
722.53KB
feature-engineering/07_module-6-introduction-to-tensorflow-transform/01_introduction-to-tensorflow-transform-module-introduction/01_01_introduction.mp4
454.9KB
feature-engineering/07_module-6-introduction-to-tensorflow-transform/02_tensorflow-transform/02_01_tensorflow-transform.mp4
12.02MB
feature-engineering/07_module-6-introduction-to-tensorflow-transform/02_tensorflow-transform/02_02_analyze-phase.mp4
4.6MB
feature-engineering/07_module-6-introduction-to-tensorflow-transform/02_tensorflow-transform/02_03_transform-phase.mp4
5.45MB
feature-engineering/07_module-6-introduction-to-tensorflow-transform/02_tensorflow-transform/02_04_supporting-serving.mp4
4.1MB
google-machine-learning/01_introduction-to-course-and-series onehack.us/01_series-preview-and-course-introduction/01_01_course-series-preview.mp4
4.07MB
google-machine-learning/01_introduction-to-course-and-series onehack.us/01_series-preview-and-course-introduction/01_02_course-introduction.mp4
2.05MB
google-machine-learning/02_what-it-means-to-be-ai-first/01_what-it-means-to-be-ai-first-module-introduction/01_01_introduction.mp4
730.49KB
google-machine-learning/02_what-it-means-to-be-ai-first/02_machine-learning-on-google-cloud/02_01_what-is-ml.mp4
11.13MB
google-machine-learning/02_what-it-means-to-be-ai-first/02_machine-learning-on-google-cloud/02_02_what-problems-can-it-solve.mp4
7.97MB
google-machine-learning/02_what-it-means-to-be-ai-first/02_machine-learning-on-google-cloud/02_03_activity-intro-framing-a-machine-learning-problem.mp4
2.48MB
google-machine-learning/02_what-it-means-to-be-ai-first/02_machine-learning-on-google-cloud/02_05_activity-solutions-framing-a-machine-learning-problem.mp4
5.73MB
google-machine-learning/02_what-it-means-to-be-ai-first/02_machine-learning-on-google-cloud/02_06_infuse-your-apps-with-ml.mp4
4.92MB
google-machine-learning/02_what-it-means-to-be-ai-first/02_machine-learning-on-google-cloud/02_07_build-a-data-strategy-around-ml.mp4
13.96MB
google-machine-learning/03_how-google-does-ml/01_how-google-does-machine-learning/01_01_introduction.mp4
869.67KB
google-machine-learning/03_how-google-does-ml/01_how-google-does-machine-learning/01_02_ml-surprise.mp4
4.42MB
google-machine-learning/03_how-google-does-ml/01_how-google-does-machine-learning/01_03_the-secret-sauce.mp4
10.45MB
google-machine-learning/03_how-google-does-ml/01_how-google-does-machine-learning/01_04_ml-and-business-processes.mp4
2.61MB
google-machine-learning/03_how-google-does-ml/01_how-google-does-machine-learning/01_05_the-path-to-ml.mp4
4.62MB
google-machine-learning/03_how-google-does-ml/01_how-google-does-machine-learning/01_06_a-closer-look-at-the-path-to-ml.mp4
10.8MB
google-machine-learning/03_how-google-does-ml/01_how-google-does-machine-learning/01_07_end-of-phases-deep-dive.mp4
2.64MB
google-machine-learning/04_machine-learning-development-with-vertex-ai/01_ml-development-with-vertex-ai-module-introduction/01_01_introduction.mp4
1.63MB
google-machine-learning/04_machine-learning-development-with-vertex-ai/02_moving-from-experimentation-to-production/02_01_moving-from-experimentation-to-production.mp4
13.28MB
google-machine-learning/04_machine-learning-development-with-vertex-ai/03_vertex-ai/03_01_components-of-vertex-ai.mp4
7.7MB
google-machine-learning/04_machine-learning-development-with-vertex-ai/03_vertex-ai/03_02_getting-started-with-google-cloud-platform-and-qwiklabs.mp4
10.45MB
google-machine-learning/04_machine-learning-development-with-vertex-ai/03_vertex-ai/03_03_lab-intro-using-an-image-dataset-to-train-an-automl-model.mp4
378.64KB
google-machine-learning/04_machine-learning-development-with-vertex-ai/03_vertex-ai/03_04_lab-demo-using-an-image-dataset-to-train-an-automl-model.mp4
17.79MB
google-machine-learning/04_machine-learning-development-with-vertex-ai/03_vertex-ai/03_05_lab-intro-training-an-automl-video-classification-model.mp4
361.24KB
google-machine-learning/04_machine-learning-development-with-vertex-ai/03_vertex-ai/03_06_lab-demo-training-an-automl-video-classification-model.mp4
21.61MB
google-machine-learning/04_machine-learning-development-with-vertex-ai/03_vertex-ai/03_07_tools-to-interact-with-vertex-ai.mp4
3.31MB
google-machine-learning/05_machine-learning-development-with-vertex-notebooks/01_ml-development-with-vertex-notebooks-module-introduction/01_01_introduction.mp4
409.4KB
google-machine-learning/05_machine-learning-development-with-vertex-notebooks/02_ml-development-with-vertex-notebooks/02_01_machine-learning-development-with-vertex-notebooks.mp4
7.02MB
google-machine-learning/06_best-practices-for-implementing-machine-learning-on-vertex-ai/01_best-practices-for-implementing-machine-learning-on-vertex-ai-module/01_01_introduction.mp4
477.17KB
google-machine-learning/06_best-practices-for-implementing-machine-learning-on-vertex-ai/02_best-practices-for-implementing-machine-learning-on-vertex-ai/02_01_best-practices-for-machine-learning-development.mp4
9.86MB
google-machine-learning/06_best-practices-for-implementing-machine-learning-on-vertex-ai/02_best-practices-for-implementing-machine-learning-on-vertex-ai/02_02_data-preprocessing-best-practices.mp4
2.86MB
google-machine-learning/06_best-practices-for-implementing-machine-learning-on-vertex-ai/02_best-practices-for-implementing-machine-learning-on-vertex-ai/02_03_best-practices-for-machine-learning-environment-setup.mp4
3.14MB
google-machine-learning/07_responsible-ai-development/01_responsible-ai-development-module-introduction/01_01_introduction.mp4
523.57KB
google-machine-learning/07_responsible-ai-development/02_machine-learning-and-human-bias/02_01_overview.mp4
1.21MB
google-machine-learning/07_responsible-ai-development/02_machine-learning-and-human-bias/02_02_human-biases-lead-to-biases-in-ml-models.mp4
6.99MB
google-machine-learning/07_responsible-ai-development/02_machine-learning-and-human-bias/02_03_biases-in-data.mp4
7.74MB
google-machine-learning/07_responsible-ai-development/03_equality-in-metrics-and-data/03_01_evaluating-metrics-with-inclusion-for-your-ml-system.mp4
10.92MB
google-machine-learning/07_responsible-ai-development/03_equality-in-metrics-and-data/03_02_equality-of-opportunity.mp4
13.57MB
google-machine-learning/07_responsible-ai-development/03_equality-in-metrics-and-data/03_03_how-to-find-errors-in-your-dataset-using-facets.mp4
15.58MB
intro-tensorflow/01_introduction-to-the-course/01_course-introduction/01_01_introduction.mp4
1.18MB
intro-tensorflow/02_introduction-to-the-tensorflow-ecosystem/01_introduction-to-the-tensorflow-ecosystem-module-introduction/01_01_introduction-to-the-tensorflow-ecosystem.mp4
442.71KB
intro-tensorflow/02_introduction-to-the-tensorflow-ecosystem/02_introduction-to-tensorflow/02_01_introduction-to-tensorflow.mp4
7.32MB
intro-tensorflow/02_introduction-to-the-tensorflow-ecosystem/02_introduction-to-tensorflow/02_02_tensorflow-api-hierarchy.mp4
5.54MB
intro-tensorflow/02_introduction-to-the-tensorflow-ecosystem/02_introduction-to-tensorflow/02_03_components-of-tensorflow-tensors-and-variables.mp4
10.51MB
intro-tensorflow/03_design-and-build-an-input-data-pipeline/01_design-and-build-input-data-pipeline-module-introduction/01_01_introduction.mp4
623.57KB
intro-tensorflow/03_design-and-build-an-input-data-pipeline/01_design-and-build-input-data-pipeline-module-introduction/01_02_an-ml-recap.mp4
4.1MB
intro-tensorflow/03_design-and-build-an-input-data-pipeline/02_training-on-large-datasets-with-tf-data-api/02_01_training-on-large-datasets-with-tf-data-api.mp4
4.67MB
intro-tensorflow/03_design-and-build-an-input-data-pipeline/02_training-on-large-datasets-with-tf-data-api/02_02_working-in-memory-and-with-files.mp4
5.17MB
intro-tensorflow/03_design-and-build-an-input-data-pipeline/02_training-on-large-datasets-with-tf-data-api/02_03_getting-the-data-ready-for-model-training.mp4
7.67MB
intro-tensorflow/03_design-and-build-an-input-data-pipeline/02_training-on-large-datasets-with-tf-data-api/02_04_embeddings.mp4
17.81MB
intro-tensorflow/03_design-and-build-an-input-data-pipeline/02_training-on-large-datasets-with-tf-data-api/02_05_coursera-getting-started-with-google-cloud-and-qwiklabs.mp4
10.45MB
intro-tensorflow/03_design-and-build-an-input-data-pipeline/02_training-on-large-datasets-with-tf-data-api/02_06_lab-intro-tensorflow-dataset-api.mp4
596.46KB
intro-tensorflow/03_design-and-build-an-input-data-pipeline/03_scaling-data-processing-with-tf-data-and-keras-preprocessing-layers/03_01_scaling-data-processing-with-tf-data-and-keras-preprocessing-layers.mp4
16.11MB
intro-tensorflow/03_design-and-build-an-input-data-pipeline/03_scaling-data-processing-with-tf-data-and-keras-preprocessing-layers/03_02_lab-intro-classifying-structured-data-using-keras-preprocessing-layers.mp4
749.14KB
intro-tensorflow/04_building-neural-networks-with-the-tensorflow-and-keras-api/01_building-neural-networks-with-the-tensorflow-and-keras-api-module-introduction/01_01_introduction.mp4
791.96KB
intro-tensorflow/04_building-neural-networks-with-the-tensorflow-and-keras-api/02_activation-functions/02_01_activation-functions.mp4
10.27MB
intro-tensorflow/04_building-neural-networks-with-the-tensorflow-and-keras-api/03_neural-networks-with-tf-2-and-keras/03_01_training-neural-networks-with-tensorflow-2-and-the-keras-sequential-api.mp4
10.14MB
intro-tensorflow/04_building-neural-networks-with-the-tensorflow-and-keras-api/03_neural-networks-with-tf-2-and-keras/03_02_serving-models-in-the-cloud.mp4
4.34MB
intro-tensorflow/04_building-neural-networks-with-the-tensorflow-and-keras-api/03_neural-networks-with-tf-2-and-keras/03_03_lab-intro-introducing-the-keras-sequential-api-on-vertex-ai-platform.mp4
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