Which of these elements are part of the machine learning pipeline? Select all that apply:Group of answer choicessystem/model developmentdata collectiondata processingdeployment/implementation
Question
Which of these elements are part of the machine learning pipeline? Select all that apply:Group of answer choicessystem/model developmentdata collectiondata processingdeployment/implementation
Solution
All of the elements you mentioned are part of the machine learning pipeline. These include:
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Data Collection: This is the first step in the machine learning pipeline. It involves gathering the necessary data that will be used to train and test the machine learning model.
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Data Processing: After the data has been collected, it needs to be processed. This can involve cleaning the data (removing or correcting erroneous data), normalizing the data (putting all data on a similar scale), and transforming the data (converting the data into a format that can be used by the machine learning model).
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System/Model Development: This is where the actual machine learning model is created. This can involve choosing the right algorithm, tuning the parameters of the model, and training the model on the processed data.
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Deployment/Implementation: Once the model has been developed and tested, it can be deployed or implemented. This means that the model is put into use, making predictions on new data.
So, all of these elements - system/model development, data collection, data processing, and deployment/implementation - are part of the machine learning pipeline.
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