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

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Size 271.95MB

UpdateDate 2024-10-13

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Files Get Bonus Downloads Here.url | 179B ~Get Your Files Here !/01. Course Overview/01. Course Overview.mp4 | 3.52MB ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/02. Prerequisites and Course Outline.mp4 | 3.38MB ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/03. Machine Learning on Apache Spark.mp4 | 7.60MB ~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 | 4.97MB ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/05. Demo-Exploring the Diabetes Dataset.mp4 | 7.67MB ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/06. Demo-Standardization and Scaling.mp4 | 10.69MB ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/07. Demo-Normalization.mp4 | 6.36MB ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/08. Demo-Converting Continuous Values to Categorical Values.mp4 | 3.92MB ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/09. Demo-Tokenizing Text Data.mp4 | 5.26MB ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/10. Demo-Label Encoding and One-hot Encoding.mp4 | 10.06MB ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/11. Demo-Feature Selection.mp4 | 11.40MB ~Get Your Files Here !/03. Performing Regression on Batch Data/12. Quick Overview of Linear Regression.mp4 | 6.78MB ~Get Your Files Here !/03. Performing Regression on Batch Data/13. Lasso Ridge and Elastic Net Regression.mp4 | 5.93MB ~Get Your Files Here !/03. Performing Regression on Batch Data/14. Demo-Exploring the Life Expectancy Dataset.mp4 | 8.09MB ~Get Your Files Here !/03. Performing Regression on Batch Data/15. Demo-Building and Evaluating a Linear Regression Model.mp4 | 13.83MB ~Get Your Files Here !/03. Performing Regression on Batch Data/16. Demo-Hyperparameter Tuning.mp4 | 9.06MB ~Get Your Files Here !/03. Performing Regression on Batch Data/17. Quick Overview of Ensemble Learning.mp4 | 4.84MB ~Get Your Files Here !/03. Performing Regression on Batch Data/18. Averaging and Boosting.mp4 | 3.16MB ~Get Your Files Here !/03. Performing Regression on Batch Data/19. Machine Learning Pipelines.mp4 | 4.63MB ~Get Your Files Here !/03. Performing Regression on Batch Data/20. Demo-Exploring the CO2 Emissions Dataset.mp4 | 7.58MB ~Get Your Files Here !/03. Performing Regression on Batch Data/21. Demo-Random Forest Regression.mp4 | 9.78MB ~Get Your Files Here !/03. Performing Regression on Batch Data/22. Demo-Gradient Boosted Tree Regression.mp4 | 9.06MB ~Get Your Files Here !/04. Implementing Classification on Streaming Data/23. Quick Overview of Logistic Regression.mp4 | 9.31MB ~Get Your Files Here !/04. Implementing Classification on Streaming Data/24. Demo-Exploring the Loan Dataset.mp4 | 6.90MB ~Get Your Files Here !/04. Implementing Classification on Streaming Data/25. Demo-Logistic Regression.mp4 | 8.36MB ~Get Your Files Here !/04. Implementing Classification on Streaming Data/26. Demo-Performing Predictions on Streaming Data.mp4 | 11.94MB ~Get Your Files Here !/04. Implementing Classification on Streaming Data/27. Quick Overview of Decision Trees.mp4 | 4.12MB ~Get Your Files Here !/04. Implementing Classification on Streaming Data/28. Demo-Exploring the Bank Marketing Campaign Dataset.mp4 | 5.38MB ~Get Your Files Here !/04. Implementing Classification on Streaming Data/29. Demo-Decision Tree Classifier.mp4 | 14.16MB ~Get Your Files Here !/04. Implementing Classification on Streaming Data/30. Demo-Hyperparameter Tuning with Cross Validation.mp4 | 5.11MB ~Get Your Files Here !/04. Implementing Classification on Streaming Data/31. Summary and Further Study.mp4 | 2.14MB ~Get Your Files Here !/Bonus Resources.txt | 357B ~Get Your Files Here !/Exercise Files/02/demos/HTML/DS_Store | 6.00KB ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-01-ProcessingNumericFeatures.html | 2.98MB ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-02-ProcessingCategoricalFeatures.html | 10.65MB ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-03-FeatureSelection.html | 1.48MB ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-04-MultipleRegressionWithHyperparameterTuning.html | 1.42MB ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-05-RandomForestAndGBTRegressor.html | 2.79MB ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-06-StreamingDataClassification.html | 1.07MB ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-07-DecisionTreeClassification.html | 1.47MB ~Get Your Files Here !/Exercise Files/02/demos/datasets/DS_Store | 8.00KB ~Get Your Files Here !/Exercise Files/02/demos/datasets/amsterdam.csv | 1.08MB ~Get Your Files Here !/Exercise Files/02/demos/datasets/bank.csv | 897.42KB ~Get Your Files Here !/Exercise Files/02/demos/datasets/co2.csv | 464.91KB ~Get Your Files Here !/Exercise Files/02/demos/datasets/diabetes.csv | 23.31KB ~Get Your Files Here !/Exercise Files/02/demos/datasets/life_expectancy.csv | 325.63KB ~Get Your Files Here !/Exercise Files/02/demos/datasets/loan_data/DS_Store | 6.00KB ~Get Your Files Here !/Exercise Files/02/demos/datasets/loan_data/loan_data-1.csv | 13.09KB ~Get Your Files Here !/Exercise Files/02/demos/datasets/loan_data/loan_data-2.csv | 12.38KB ~Get Your Files Here !/Exercise Files/02/demos/datasets/loan_data/loan_data-3.csv | 9.35KB ~Get Your Files Here !/Exercise Files/02/demos/datasets/loan_data/loan_data.csv | 211.50KB ~Get Your Files Here !/Exercise Files/02/demos/datasets/superstore_data.csv | 2.18MB ~Get Your Files Here !/Exercise Files/02/demos/demo-01-ProcessingNumericFeatures.ipynb | 3.18MB ~Get Your Files Here !/Exercise Files/02/demos/demo-02-ProcessingCategoricalFeatures.ipynb | 4.81MB ~Get Your Files Here !/Exercise Files/02/demos/demo-03-FeatureSelection.ipynb | 1.32MB ~Get Your Files Here !/Exercise Files/02/demos/demo-04-MultipleRegressionWithHyperparameterTuning.ipynb | 1.34MB ~Get Your Files Here !/Exercise Files/02/demos/demo-05-RandomForestAndGBTRegressor.ipynb | 3.45MB ~Get Your Files Here !/Exercise Files/02/demos/demo-06-StreamingDataClassification.ipynb | 1.34MB ~Get Your Files Here !/Exercise Files/02/demos/demo-07-DecisionTreeClassification.ipynb | 1.16MB ~Get Your Files Here !/Exercise Files/02/getting-started-with-machine-learning-with-apache-spark-on-databricks-slides.pdf | 821.41KB ~Get Your Files Here !/Exercise Files/03/performing-regression-on-batch-data-slides.pdf | 1.61MB ~Get Your Files Here !/Exercise Files/04/implementing-classification-on-streaming-data-slides.pdf | 874.77KB