Machine Learning Studio Modules and Modes Flashcards
https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference
Vowpal Wabbit
Use the Train Vowpal Wabbit Version 8 module in Azure Machine Learning Studio (classic), to create a machine learning model by using Vowpal Wabbit.
A. Assign Data to Clusters
B. Load Trained Model
C. Partition and Sample
D. Tune Model-Hyperparameters
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A. Replace with mean B. Remove entire column C. Remove entire row D. Hot Deck E. Custom substitution value F. Replace with mode
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Entropy Minimum Description Length (MDL) binning mode
Quantiles normalization with a QuantileIndex normalization
Scale and Reduce sampling mode
Synthetic Minority Oversampling Technique (SMOTE) sampling mode
Stratified split
xxx
A. Computer Linear Correlation B. Export Count Table C. Execute Python Script D. Convert to Indicator Values E. Summarize Data
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Last Observation Carried Forward (LOCF)
Multiple Imputation by Chained Equations (MICE) method
xxx
A. Replace using Probabilistic PCA
B. Normalization
C. Synthetic Minority Oversampling Technique (SMOTE)
D. Replace using MICE
xxx
A. Edit Metadata
B. Filter Based Feature Selection
C. Execute Python Script
D. Latent Dirichlet Allocation
xxx
A. Recommender Split
B. Regular Expression Split
C. Relative Expression Split
D. Split Rows with the Randomized split parameter set to true
xxx
Preprocess Text module
xxx
Tune Model
Hyperparameters module
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A. Number of hidden nodes B. Learning Rate C. The type of the normalizer D. Number of learning iterations E. Hidden layer specificatio
xxx
A. Random sweep
xxx
B. Sweep clustering
ddd
C. Entire grid
dd