CDR028 | 3FF8E8AF628581B4597B3537B6AB52FD0ECBB5A2

CDR028

Name	CDR028	DOWNLOAD Copy Link
Total Size	392.3 MB
Total Files	168
Hash	3FF8E8AF628581B4597B3537B6AB52FD0ECBB5A2

/.../01_welcome-to-the-course/
01_01_course-introduction.en.srt	3.2 KB
01_01_course-introduction.en.txt	1.9 KB
01_01_course-introduction.mp4	7.9 MB
01_02_getting-started-with-google-cloud-platform-and-qwiklabs.en.srt	10.4 KB
01_02_getting-started-with-google-cloud-platform-and-qwiklabs.en.txt	6.3 KB
01_02_getting-started-with-google-cloud-platform-and-qwiklabs.mp4	7.5 MB
/01_introduction/
01_01_introduction.en.srt	3.6 KB
01_01_introduction.en.txt	2.3 KB
01_01_introduction.mp4	3.8 MB
/.../02_the-components-of-an-ml-system/
02_01_the-components-of-an-ml-system.en.srt	3.0 KB
02_01_the-components-of-an-ml-system.en.txt	1.9 KB
02_01_the-components-of-an-ml-system.mp4	2.4 MB
02_02_the-components-of-an-ml-system-data-analysis-and-validation.en.srt	7.7 KB
02_02_the-components-of-an-ml-system-data-analysis-and-validation.en.txt	4.7 KB
02_02_the-components-of-an-ml-system-data-analysis-and-validation.mp4	9.9 MB
02_03_the-components-of-an-ml-system-data-transformation-trainer.en.srt	2.8 KB
02_03_the-components-of-an-ml-system-data-transformation-trainer.en.txt	1.7 KB
02_03_the-components-of-an-ml-system-data-transformation-trainer.mp4	2.3 MB
02_04_the-components-of-an-ml-system-tuner-model-evaluation-and-validation.en.srt	3.4 KB
02_04_the-components-of-an-ml-system-tuner-model-evaluation-and-validation.en.txt	2.2 KB
02_04_the-components-of-an-ml-system-tuner-model-evaluation-and-validation.mp4	3.7 MB
02_05_the-components-of-an-ml-system-serving.en.srt	2.1 KB
02_05_the-components-of-an-ml-system-serving.en.txt	1.4 KB
02_05_the-components-of-an-ml-system-serving.mp4	2.3 MB
02_06_the-components-of-an-ml-system-orchestration-workflow.en.srt	6.2 KB
02_06_the-components-of-an-ml-system-orchestration-workflow.en.txt	3.8 KB
02_06_the-components-of-an-ml-system-orchestration-workflow.mp4	7.1 MB
02_07_the-components-of-an-ml-system-integrated-frontend-storage.en.srt	2.5 KB
02_07_the-components-of-an-ml-system-integrated-frontend-storage.en.txt	1.6 KB
02_07_the-components-of-an-ml-system-integrated-frontend-storage.mp4	2.3 MB
/.../03_design-decisions/
03_01_training-design-decisions.en.srt	7.6 KB
03_01_training-design-decisions.en.txt	4.8 KB
03_01_training-design-decisions.mp4	8.5 MB
03_02_serving-design-decisions.en.srt	9.1 KB
03_02_serving-design-decisions.en.txt	5.4 KB
03_02_serving-design-decisions.mp4	10.8 MB
/.../04_designing-an-architecture-from-scratch/
04_01_designing-from-scratch.en.srt	4.6 KB
04_01_designing-from-scratch.en.txt	2.7 KB
04_01_designing-from-scratch.mp4	5.7 MB
/01_introduction/
01_01_introduction.en.srt	6.3 KB
01_01_introduction.en.txt	3.9 KB
01_01_introduction.mp4	9.2 MB
/.../02_data-scenarios/
02_01_data-on-premise.en.srt	3.5 KB
02_01_data-on-premise.en.txt	2.2 KB
02_01_data-on-premise.mp4	6.8 MB
02_02_large-datasets.en.srt	4.4 KB
02_02_large-datasets.en.txt	2.7 KB
02_02_large-datasets.mp4	9.6 MB
02_03_data-on-other-clouds.en.srt	1.7 KB
02_03_data-on-other-clouds.en.txt	1.0 KB
02_03_data-on-other-clouds.mp4	4.8 MB
02_04_existing-databases.en.srt	3.1 KB
02_04_existing-databases.en.txt	1.8 KB
02_04_existing-databases.mp4	3.9 MB
/03_demos/
03_01_demo-load-data-into-bigquery.en.srt	5.7 KB
03_01_demo-load-data-into-bigquery.en.txt	3.3 KB
03_01_demo-load-data-into-bigquery.mp4	8.2 MB
03_02_demo-automatic-etl-pipelines-into-gcp.en.srt	5.9 KB
03_02_demo-automatic-etl-pipelines-into-gcp.en.txt	3.7 KB
03_02_demo-automatic-etl-pipelines-into-gcp.mp4	5.3 MB
/01_introduction/
01_01_introduction.en.srt	6.4 KB
01_01_introduction.en.txt	4.0 KB
01_01_introduction.mp4	9.4 MB
/.../02_adapting-to-data/
02_01_adapting-to-data.en.srt	4.9 KB
02_01_adapting-to-data.en.txt	3.1 KB
02_01_adapting-to-data.mp4	7.4 MB
02_02_changing-distributions.en.srt	5.9 KB
02_02_changing-distributions.en.txt	3.7 KB
02_02_changing-distributions.mp4	9.7 MB
02_03_exercise-adapting-to-data.en.srt	3.3 KB
02_03_exercise-adapting-to-data.en.txt	2.0 KB
02_03_exercise-adapting-to-data.mp4	4.9 MB
02_04_right-and-wrong-decisions.en.srt	5.3 KB
02_04_right-and-wrong-decisions.en.txt	3.3 KB
02_04_right-and-wrong-decisions.mp4	8.8 MB
02_05_system-failure.en.srt	3.4 KB
02_05_system-failure.en.txt	2.1 KB
02_05_system-failure.mp4	5.2 MB
/.../03_mitigating-training-serving-skew/
03_01_mitigating-training-serving-skew-through-design.en.srt	2.4 KB
03_01_mitigating-training-serving-skew-through-design.en.txt	1.6 KB
03_01_mitigating-training-serving-skew-through-design.mp4	3.6 MB
/.../04_lab-serving-ml-predictions-in-batch-and-real-time/
04_01_lab-intro-serving-ml-predictions-in-batch-and-real-time.en.srt	2.9 KB
04_01_lab-intro-serving-ml-predictions-in-batch-and-real-time.en.txt	1.8 KB
04_01_lab-intro-serving-ml-predictions-in-batch-and-real-time.mp4	3.8 MB
04_02_lab-solution-serving-ml-predictions-in-batch-and-real-time.en.srt	14.9 KB
04_02_lab-solution-serving-ml-predictions-in-batch-and-real-time.en.txt	7.9 KB
04_02_lab-solution-serving-ml-predictions-in-batch-and-real-time.mp4	14.7 MB
/.../05_debugging-a-production-model/
05_01_debugging-a-production-model.en.srt	6.4 KB
05_01_debugging-a-production-model.en.txt	3.9 KB
05_01_debugging-a-production-model.mp4	6.6 MB
/06_summary/
06_01_summary.en.srt	1.8 KB
06_01_summary.en.txt	1.1 KB
06_01_summary.mp4	2.6 MB
/01_introduction/
01_01_introduction.en.srt	1.8 KB
01_01_introduction.en.txt	1.1 KB
01_01_introduction.mp4	2.9 MB
/.../02_aspects-of-performance/
02_01_training.en.srt	8.6 KB
02_01_training.en.txt	5.5 KB
02_01_training.mp4	10.3 MB
02_02_predictions.en.srt	4.7 KB
02_02_predictions.en.txt	2.9 KB
02_02_predictions.mp4	6.9 MB
02_03_why-distributed-training.en.srt	7.1 KB
02_03_why-distributed-training.en.txt	4.5 KB
02_03_why-distributed-training.mp4	9.7 MB
02_04_distributed-training-architectures.en.srt	10.3 KB
02_04_distributed-training-architectures.en.txt	6.3 KB
02_04_distributed-training-architectures.mp4	10.4 MB
/.../03_faster-input-pipelines/
03_01_faster-input-pipelines.en.srt	5.1 KB
03_01_faster-input-pipelines.en.txt	3.1 KB
03_01_faster-input-pipelines.mp4	5.5 MB
03_02_native-tensorflow-operations.en.srt	4.4 KB
03_02_native-tensorflow-operations.en.txt	2.7 KB
03_02_native-tensorflow-operations.mp4	3.7 MB
03_03_tensorflow-records.en.srt	2.1 KB
03_03_tensorflow-records.en.txt	1.3 KB
03_03_tensorflow-records.mp4	1.9 MB
03_04_parallel-pipelines.en.srt	9.1 KB
03_04_parallel-pipelines.en.txt	5.6 KB
03_04_parallel-pipelines.mp4	7.4 MB
/.../04_data-parallelism-all-reduce/
04_01_data-parallelism-with-all-reduce.en.srt	6.9 KB
04_01_data-parallelism-with-all-reduce.en.txt	4.4 KB
04_01_data-parallelism-with-all-reduce.mp4	7.9 MB
/.../05_parameter-server-approach/
05_01_parameter-server-approach.en.srt	3.9 KB
05_01_parameter-server-approach.en.txt	2.5 KB
05_01_parameter-server-approach.mp4	4.0 MB
/06_inference/
06_01_inference.en.srt	5.7 KB
06_01_inference.en.txt	3.7 KB
06_01_inference.mp4	7.4 MB
/01_introduction/
01_01_introduction.en.srt	6.6 KB
01_01_introduction.en.txt	4.0 KB
01_01_introduction.mp4	10.3 MB
/02_kubeflow/
02_01_machine-learning-on-hybrid-cloud.en.srt	6.8 KB
02_01_machine-learning-on-hybrid-cloud.en.txt	4.0 KB
02_01_machine-learning-on-hybrid-cloud.mp4	8.5 MB
02_02_kubeflow.en.srt	3.2 KB
02_02_kubeflow.en.txt	1.9 KB
02_02_kubeflow.mp4	6.0 MB
02_03_demo-kubeflow.en.srt	25.1 KB
02_03_demo-kubeflow.en.txt	15.2 KB
02_03_demo-kubeflow.mp4	31.3 MB
/.../03_optimizing-tensorflow-for-mobile/
03_01_embedded-models.en.srt	4.0 KB
03_01_embedded-models.en.txt	2.4 KB
03_01_embedded-models.mp4	3.7 MB
03_02_tensorflow-lite.en.srt	3.0 KB
03_02_tensorflow-lite.en.txt	1.9 KB
03_02_tensorflow-lite.mp4	3.0 MB
03_03_optimizing-for-mobile.en.srt	8.3 KB
03_03_optimizing-for-mobile.en.txt	4.9 KB
03_03_optimizing-for-mobile.mp4	11.6 MB
/04_summary/
04_01_summary.en.srt	2.8 KB
04_01_summary.en.txt	1.8 KB
04_01_summary.mp4	4.6 MB
/01_summary/
01_01_summary.en.srt	2.6 KB
01_01_summary.en.txt	1.7 KB
01_01_summary.mp4	5.0 MB
/.../01_use-ml-engine-for-a-batch-prediction/
01_01__resources.html	1.1 KB
/.../02_passing-keys-through-a-model/
02_01__resources.html	1.1 KB
/.../03_writing-to-bigquery-from-a-model/
03_01__PubSubBigQuery.java	112.0 KB
03_01__resources.html	1.3 KB
/.../04_course-slide-pdfs/
04_01__0_-_Introduction.pdf	177.7 KB
04_01__1_-_Architecting_Production_ML_Systems.pdf	4.4 MB
04_01__2_-_Ingesting_data_for_Cloud-based_analytics_and_ML.pdf	4.1 MB
04_01__3._Designing_Adaptable_ML_Systems.pdf	5.1 MB
04_01__4._Designing_High-performance_ML_systems.pdf	10.8 MB
04_01__5._Hybrid_ML_Systems.pdf	5.9 MB
04_01__6._Summary.pdf	354.4 KB
04_01__resources.html	2.6 KB
Total files 168