[ CoursePig.com ] PluralSight - Predictive Analytics Using Apache Spark MLlib on Databricks
File List
- ~Get Your Files Here !/04. Implementing Classification on Streaming Data/29. Demo-Decision Tree Classifier.mp4 14.2 MB
- ~Get Your Files Here !/03. Performing Regression on Batch Data/15. Demo-Building and Evaluating a Linear Regression Model.mp4 13.8 MB
- ~Get Your Files Here !/04. Implementing Classification on Streaming Data/26. Demo-Performing Predictions on Streaming Data.mp4 11.9 MB
- ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/11. Demo-Feature Selection.mp4 11.4 MB
- ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/06. Demo-Standardization and Scaling.mp4 10.7 MB
- ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-02-ProcessingCategoricalFeatures.html 10.6 MB
- ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/10. Demo-Label Encoding and One-hot Encoding.mp4 10.1 MB
- ~Get Your Files Here !/03. Performing Regression on Batch Data/21. Demo-Random Forest Regression.mp4 9.8 MB
- ~Get Your Files Here !/04. Implementing Classification on Streaming Data/23. Quick Overview of Logistic Regression.mp4 9.3 MB
- ~Get Your Files Here !/03. Performing Regression on Batch Data/22. Demo-Gradient Boosted Tree Regression.mp4 9.1 MB
- ~Get Your Files Here !/03. Performing Regression on Batch Data/16. Demo-Hyperparameter Tuning.mp4 9.1 MB
- ~Get Your Files Here !/04. Implementing Classification on Streaming Data/25. Demo-Logistic Regression.mp4 8.4 MB
- ~Get Your Files Here !/03. Performing Regression on Batch Data/14. Demo-Exploring the Life Expectancy Dataset.mp4 8.1 MB
- ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/05. Demo-Exploring the Diabetes Dataset.mp4 7.7 MB
- ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/03. Machine Learning on Apache Spark.mp4 7.6 MB
- ~Get Your Files Here !/03. Performing Regression on Batch Data/20. Demo-Exploring the CO2 Emissions Dataset.mp4 7.6 MB
- ~Get Your Files Here !/04. Implementing Classification on Streaming Data/24. Demo-Exploring the Loan Dataset.mp4 6.9 MB
- ~Get Your Files Here !/03. Performing Regression on Batch Data/12. Quick Overview of Linear Regression.mp4 6.8 MB
- ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/07. Demo-Normalization.mp4 6.4 MB
- ~Get Your Files Here !/03. Performing Regression on Batch Data/13. Lasso Ridge and Elastic Net Regression.mp4 5.9 MB
- ~Get Your Files Here !/04. Implementing Classification on Streaming Data/28. Demo-Exploring the Bank Marketing Campaign Dataset.mp4 5.4 MB
- ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/09. Demo-Tokenizing Text Data.mp4 5.3 MB
- ~Get Your Files Here !/04. Implementing Classification on Streaming Data/30. Demo-Hyperparameter Tuning with Cross Validation.mp4 5.1 MB
- ~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 5.0 MB
- ~Get Your Files Here !/03. Performing Regression on Batch Data/17. Quick Overview of Ensemble Learning.mp4 4.8 MB
- ~Get Your Files Here !/Exercise Files/02/demos/demo-02-ProcessingCategoricalFeatures.ipynb 4.8 MB
- ~Get Your Files Here !/03. Performing Regression on Batch Data/19. Machine Learning Pipelines.mp4 4.6 MB
- ~Get Your Files Here !/04. Implementing Classification on Streaming Data/27. Quick Overview of Decision Trees.mp4 4.1 MB
- ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/08. Demo-Converting Continuous Values to Categorical Values.mp4 3.9 MB
- ~Get Your Files Here !/01. Course Overview/01. Course Overview.mp4 3.5 MB
- ~Get Your Files Here !/Exercise Files/02/demos/demo-05-RandomForestAndGBTRegressor.ipynb 3.5 MB
- ~Get Your Files Here !/02. Getting Started with Machine Learning with Apache Spark on Databricks/02. Prerequisites and Course Outline.mp4 3.4 MB
- ~Get Your Files Here !/Exercise Files/02/demos/demo-01-ProcessingNumericFeatures.ipynb 3.2 MB
- ~Get Your Files Here !/03. Performing Regression on Batch Data/18. Averaging and Boosting.mp4 3.2 MB
- ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-01-ProcessingNumericFeatures.html 3.0 MB
- ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-05-RandomForestAndGBTRegressor.html 2.8 MB
- ~Get Your Files Here !/Exercise Files/02/demos/datasets/superstore_data.csv 2.2 MB
- ~Get Your Files Here !/04. Implementing Classification on Streaming Data/31. Summary and Further Study.mp4 2.1 MB
- ~Get Your Files Here !/Exercise Files/03/performing-regression-on-batch-data-slides.pdf 1.6 MB
- ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-03-FeatureSelection.html 1.5 MB
- ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-07-DecisionTreeClassification.html 1.5 MB
- ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-04-MultipleRegressionWithHyperparameterTuning.html 1.4 MB
- ~Get Your Files Here !/Exercise Files/02/demos/demo-04-MultipleRegressionWithHyperparameterTuning.ipynb 1.3 MB
- ~Get Your Files Here !/Exercise Files/02/demos/demo-06-StreamingDataClassification.ipynb 1.3 MB
- ~Get Your Files Here !/Exercise Files/02/demos/demo-03-FeatureSelection.ipynb 1.3 MB
- ~Get Your Files Here !/Exercise Files/02/demos/demo-07-DecisionTreeClassification.ipynb 1.2 MB
- ~Get Your Files Here !/Exercise Files/02/demos/datasets/amsterdam.csv 1.1 MB
- ~Get Your Files Here !/Exercise Files/02/demos/HTML/demo-06-StreamingDataClassification.html 1.1 MB
- ~Get Your Files Here !/Exercise Files/02/demos/datasets/bank.csv 897.4 KB
- ~Get Your Files Here !/Exercise Files/04/implementing-classification-on-streaming-data-slides.pdf 874.8 KB
- ~Get Your Files Here !/Exercise Files/02/getting-started-with-machine-learning-with-apache-spark-on-databricks-slides.pdf 821.4 KB
- ~Get Your Files Here !/Exercise Files/02/demos/datasets/co2.csv 464.9 KB
- ~Get Your Files Here !/Exercise Files/02/demos/datasets/life_expectancy.csv 325.6 KB
- ~Get Your Files Here !/Exercise Files/02/demos/datasets/loan_data/loan_data.csv 211.5 KB
- ~Get Your Files Here !/Exercise Files/02/demos/datasets/diabetes.csv 23.3 KB
- ~Get Your Files Here !/Exercise Files/02/demos/datasets/loan_data/loan_data-1.csv 13.1 KB
- ~Get Your Files Here !/Exercise Files/02/demos/datasets/loan_data/loan_data-2.csv 12.4 KB
- ~Get Your Files Here !/Exercise Files/02/demos/datasets/loan_data/loan_data-3.csv 9.4 KB
- ~Get Your Files Here !/Exercise Files/02/demos/datasets/DS_Store 8.0 KB
- ~Get Your Files Here !/Exercise Files/02/demos/HTML/DS_Store 6.0 KB
- ~Get Your Files Here !/Exercise Files/02/demos/datasets/loan_data/DS_Store 6.0 KB
- ~Get Your Files Here !/Bonus Resources.txt 357 bytes
- Get Bonus Downloads Here.url 179 bytes
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