Difference between revisions of "Meteos/Usecases"
< Meteos
(Created page with "== Use Cases == Machine Learning consists of the following phases. * Learning Phase - Analyze huge amounts of data and create a Prediction Model * Prediction Phase - Predict...") |
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* Learning Phase - Analyze huge amounts of data and create a Prediction Model | * Learning Phase - Analyze huge amounts of data and create a Prediction Model | ||
| + | * Evaluation Phase - Evaluate model accuracy | ||
* Prediction Phase - Predict a value according to the input value by using Prediction Model | * Prediction Phase - Predict a value according to the input value by using Prediction Model | ||
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* Create Prediction Model - Create a Prediction Model by using MLlib | * Create Prediction Model - Create a Prediction Model by using MLlib | ||
| + | ==== Use Case in Evaluation Phase ==== | ||
| + | |||
| + | * Create Dataset for Evaluation | ||
| + | * Evaluate Model Accuracy | ||
| + | * Recreate Prediciton Model with new datasets or new parameters | ||
| + | |||
==== Use Case in Prediction Phase ==== | ==== Use Case in Prediction Phase ==== | ||
* Predict - Input any value and retrieve predicted value | * Predict - Input any value and retrieve predicted value | ||
Latest revision as of 05:23, 2 March 2017
Contents
Use Cases
Machine Learning consists of the following phases.
- Learning Phase - Analyze huge amounts of data and create a Prediction Model
- Evaluation Phase - Evaluate model accuracy
- Prediction Phase - Predict a value according to the input value by using Prediction Model
Use Case in Learning Phase
- Upload Raw Data - Upload a raw data to Object Storage
- Parse Raw Data - Parse a raw data to enable MLllib (Apache Spark's scalable machine learning library) to handle it. Users are allowed to parse the parsed data again.
- Create Prediction Model - Create a Prediction Model by using MLlib
Use Case in Evaluation Phase
- Create Dataset for Evaluation
- Evaluate Model Accuracy
- Recreate Prediciton Model with new datasets or new parameters
Use Case in Prediction Phase
- Predict - Input any value and retrieve predicted value
