Model Development, Validation, & Evaluation
Predictive Analytics
| Intermediate
- 13 videos | 53m 39s
- Includes Assessment
- Earns a Badge
Analytic model management ensures that models are not only superior to alternatives, but they also meet or exceed current business needs. Examine the process of building, validating, and evaluating a predictive analytics model.
WHAT YOU WILL LEARN
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recognize key phases in developing a modelrecognize important aspects of data preparation for model developmentidentify key functions in the model creation processidentify key considerations of model validationbalance model complexity with overfittingidentify features of two-fold validationrecognize key features of Occam's Razor
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calculate mean squared error measuresrecognize prediction variation measuresrecognize evaluation measures for classification modelsinterpret lift and gain chartsinterpret ROC curves and AUCdetermine the superior classification model
IN THIS COURSE
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5m 54sUpon completion of this video, you will be able to recognize key phases in the development of a model. FREE ACCESS
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3m 17sAfter completing this video, you will be able to recognize important aspects of data preparation for model development. FREE ACCESS
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8m 1sLearn how to identify key functions in the process of creating a model. FREE ACCESS
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4m 12sIn this video, you will learn how to identify key considerations for model validation. FREE ACCESS
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3m 20sDuring this video, you will learn how to balance model complexity with avoiding overfitting. FREE ACCESS
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2m 38sIn this video, you will learn how to identify features of double validation. FREE ACCESS
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3m 38sUpon completion of this video, you will be able to recognize key features of the Occam's Razor principle. FREE ACCESS
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3m 1sFind out how to calculate measures of mean squared error. FREE ACCESS
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4m 43sAfter completing this video, you will be able to recognize measures of prediction variation. FREE ACCESS
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4m 18sAfter completing this video, you will be able to recognize evaluation measures for classification models. FREE ACCESS
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3m 35sDuring this video, you will learn how to interpret lift and gain graphs. FREE ACCESS
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4m 15sFind out how to interpret ROC curves and AUC values. FREE ACCESS
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2m 48sLearn how to determine the best classification model. FREE ACCESS
EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE
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