[ CoursePig.com ] PluralSight - Predictive Analytics Using Apache Spark MLlib on Databricks


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File Size:   278.47 MB
Creat Time:   2024-07-19
Active Degree:   21
Last Active:   2024-11-25
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File List

  1. ~Get Your Files Here !/04. Implementing Classification on Streaming Data/29. Demo-Decision Tree Classifier.mp4 14.50 MB
  2. ~Get Your Files Here !/03. Performing Regression on Batch Data/15. Demo-Building and Evaluating a Linear Regression Model.mp4 14.16 MB
  3. ~Get Your Files Here !/04. Implementing Classification on Streaming Data/26. Demo-Performing Predictions on Streaming Data.mp4 12.23 MB
  4. ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/11. Demo-Feature Selection.mp4 11.68 MB
  5. ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/06. Demo-Standardization and Scaling.mp4 10.95 MB
  6. ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-02-ProcessingCategoricalFeatures.html 10.90 MB
  7. ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/10. Demo-Label Encoding and One-hot Encoding.mp4 10.30 MB
  8. ~Get Your Files Here !/03. Performing Regression on Batch Data/21. Demo-Random Forest Regression.mp4 10.02 MB
  9. ~Get Your Files Here !/04. Implementing Classification on Streaming Data/23. Quick Overview of Logistic Regression.mp4 9.53 MB
  10. ~Get Your Files Here !/03. Performing Regression on Batch Data/22. Demo-Gradient Boosted Tree Regression.mp4 9.28 MB
  11. ~Get Your Files Here !/03. Performing Regression on Batch Data/16. Demo-Hyperparameter Tuning.mp4 9.27 MB
  12. ~Get Your Files Here !/04. Implementing Classification on Streaming Data/25. Demo-Logistic Regression.mp4 8.56 MB
  13. ~Get Your Files Here !/03. Performing Regression on Batch Data/14. Demo-Exploring the Life Expectancy Dataset.mp4 8.28 MB
  14. ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/05. Demo-Exploring the Diabetes Dataset.mp4 7.85 MB
  15. ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/03. Machine Learning on Apache Spark.mp4 7.78 MB
  16. ~Get Your Files Here !/03. Performing Regression on Batch Data/20. Demo-Exploring the CO2 Emissions Dataset.mp4 7.76 MB
  17. ~Get Your Files Here !/04. Implementing Classification on Streaming Data/24. Demo-Exploring the Loan Dataset.mp4 7.07 MB
  18. ~Get Your Files Here !/03. Performing Regression on Batch Data/12. Quick Overview of Linear Regression.mp4 6.95 MB
  19. ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/07. Demo-Normalization.mp4 6.51 MB
  20. ~Get Your Files Here !/03. Performing Regression on Batch Data/13. Lasso Ridge and Elastic Net Regression.mp4 6.07 MB
  21. ~Get Your Files Here !/04. Implementing Classification on Streaming Data/28. Demo-Exploring the Bank Marketing Campaign Dataset.mp4 5.51 MB
  22. ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/09. Demo-Tokenizing Text Data.mp4 5.38 MB
  23. ~Get Your Files Here !/04. Implementing Classification on Streaming Data/30. Demo-Hyperparameter Tuning with Cross Validation.mp4 5.23 MB
  24. ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/04. Demo-Configuring the Workspace and Setting up a Notebook.mp4 5.09 MB
  25. ~Get Your Files Here !/03. Performing Regression on Batch Data/17. Quick Overview of Ensemble Learning.mp4 4.95 MB
  26. ~Get Your Files Here !/Exercise Files/02/demos/demo-02-ProcessingCategoricalFeatures.ipynb 4.92 MB
  27. ~Get Your Files Here !/03. Performing Regression on Batch Data/19. Machine Learning Pipelines.mp4 4.74 MB
  28. ~Get Your Files Here !/04. Implementing Classification on Streaming Data/27. Quick Overview of Decision Trees.mp4 4.22 MB
  29. ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/08. Demo-Converting Continuous Values to Categorical Values.mp4 4.01 MB
  30. ~Get Your Files Here !/01. Course Overview/01. Course Overview.mp4 3.60 MB
  31. ~Get Your Files Here !/Exercise Files/02/demos/demo-05-RandomForestAndGBTRegressor.ipynb 3.54 MB
  32. ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/02. Prerequisites and Course Outline.mp4 3.46 MB
  33. ~Get Your Files Here !/Exercise Files/02/demos/demo-01-ProcessingNumericFeatures.ipynb 3.25 MB
  34. ~Get Your Files Here !/03. Performing Regression on Batch Data/18. Averaging and Boosting.mp4 3.23 MB
  35. ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-01-ProcessingNumericFeatures.html 3.05 MB
  36. ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-05-RandomForestAndGBTRegressor.html 2.86 MB
  37. ~Get Your Files Here !/Exercise Files/02/demos/datasets/superstore_data.csv 2.23 MB
  38. ~Get Your Files Here !/04. Implementing Classification on Streaming Data/31. Summary and Further Study.mp4 2.19 MB
  39. ~Get Your Files Here !/Exercise Files/03/performing-regression-on-batch-data-slides.pdf 1.65 MB
  40. ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-03-FeatureSelection.html 1.52 MB
  41. ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-07-DecisionTreeClassification.html 1.51 MB
  42. ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-04-MultipleRegressionWithHyperparameterTuning.html 1.46 MB
  43. ~Get Your Files Here !/Exercise Files/02/demos/demo-04-MultipleRegressionWithHyperparameterTuning.ipynb 1.38 MB
  44. ~Get Your Files Here !/Exercise Files/02/demos/demo-06-StreamingDataClassification.ipynb 1.37 MB
  45. ~Get Your Files Here !/Exercise Files/02/demos/demo-03-FeatureSelection.ipynb 1.35 MB
  46. ~Get Your Files Here !/Exercise Files/02/demos/demo-07-DecisionTreeClassification.ipynb 1.19 MB
  47. ~Get Your Files Here !/Exercise Files/02/demos/datasets/amsterdam.csv 1.11 MB
  48. ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-06-StreamingDataClassification.html 1.10 MB
  49. ~Get Your Files Here !/Exercise Files/02/demos/datasets/bank.csv 918 KB
  50. ~Get Your Files Here !/Exercise Files/04/implementing-classification-on-streaming-data-slides.pdf 895 KB