[ FreeCourseWeb.com ] Coursera - Machine Learning Engineering for Production (MLOps) Specialization


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File Size:   1.99 GB
Creat Time:   2024-11-01
Active Degree:   2
Last Active:   2024-11-04
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Tags:    FreeCourseWeb com Coursera - Machine Learning Engineering for Production MLOps Specialization
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File List

  1. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_specialization-overview.mp4 40.91 MB
  2. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_specialization-overview.mp4 40.91 MB
  3. ~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 27.44 MB
  4. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/01_key-challenges.mp4 26.24 MB
  5. ~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 25.63 MB
  6. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/03_case-study-speech-recognition.mp4 24.86 MB
  7. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/03_continuous-evaluation-and-monitoring/01_continuous-evaluation-and-monitoring.mp4 24.11 MB
  8. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/03_diligence-on-feasibility-and-value.mp4 23.78 MB
  9. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/07_raising-hlp.mp4 22.33 MB
  10. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/01_obtaining-data.mp4 21.20 MB
  11. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/06_pruning.mp4 20.91 MB
  12. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/01_welcome.mp4 20.83 MB
  13. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/03_feature-engineering-techniques.mp4 20.81 MB
  14. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/03_skewed-datasets.mp4 20.59 MB
  15. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/03_deployment-patterns.mp4 20.53 MB
  16. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/03_major-types-of-data-problems.mp4 20.48 MB
  17. ~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 19.80 MB
  18. ~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 19.78 MB
  19. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/06_human-level-performance-hlp.mp4 18.95 MB
  20. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/04_monitoring.mp4 18.69 MB
  21. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/05_adding-features.mp4 18.54 MB
  22. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/03_why-low-average-error-isn-t-good-enough.mp4 18.50 MB
  23. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/02_introduction-to-machine-learning-engineering-in-production/01_overview.mp4 18.46 MB
  24. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/04_training-large-models-the-rise-of-giant-neural-nets-and-parallelism.mp4 18.10 MB
  25. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/01_preprocessing-data-at-scale.mp4 18.06 MB
  26. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/02_tensorflow-transform.mp4 17.95 MB
  27. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/05_pipeline-monitoring.mp4 16.56 MB
  28. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/03_meta-data-data-provenance-and-lineage.mp4 16.47 MB
  29. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/05_improving-label-consistency.mp4 16.43 MB
  30. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/03_data-augmentation.mp4 16.43 MB
  31. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/04_establish-a-baseline.mp4 16.38 MB
  32. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/01_distributed-training.mp4 16.33 MB
  33. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/03_high-performance-ingestion.mp4 16.15 MB
  34. ~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 16.14 MB
  35. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/04_performance-auditing.mp4 16.14 MB
  36. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/01_model-analysis-overview/01_model-performance-analysis.mp4 16.07 MB
  37. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/04_small-data-and-label-consistency.mp4 15.66 MB
  38. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/01_dimensionality-effect-on-performance.mp4 15.42 MB
  39. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/06_right-to-be-forgotten.mp4 15.40 MB
  40. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/01_case-study-degraded-model-performance.mp4 15.38 MB
  41. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/03_responsible-data-security-privacy-fairness.mp4 15.16 MB
  42. ~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 15.13 MB
  43. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/02_interpretability/02_intrinsically-interpretable-models.mp4 15.13 MB
  44. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/03_legal-requirements-for-secure-and-private-ai.mp4 15.12 MB
  45. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/04_can-adding-data-hurt.mp4 14.92 MB
  46. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/03_process-feedback-and-human-labeling.mp4 14.91 MB
  47. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/02_more-label-ambiguity-examples.mp4 14.87 MB
  48. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/02_curse-of-dimensionality.mp4 14.16 MB
  49. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/04_case-study-how-to-distill-knowledge-for-a-q-a-task.mp4 14.11 MB
  50. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/06_sensitivity-analysis-and-adversarial-attacks.mp4 14.09 MB

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