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22:31 DSPA Chapter 16 (Variable Selection) DSPA Chapter 16 (Variable Selection)	DSPA Chapter 16 (Variable Selection) DSPA Chapter 16 (Variable Selection) As we mentioned in Chapter 15, variable selection is very important when dealing with bioinformatics, healthcare, and biomedical data where we may have more… mathematical sciences statistics health care strategy wilderness movie downloads ratio (mathematics) amyotrophic lateral sclerosis web sites computing performance forests genetic disorders caption 48 complete effects algorithms lou gehrig computer components instructions From Tina Chang 0 likes 34 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date July 1st, 2017
35:28 DSPA Chapter 12: k-Means Clustering DSPA Chapter 12: k-Means Clustering	DSPA Chapter 12: k-Means Clustering DSPA Chapter 12: k-Means Clustering In this chapter, we will present (1) clustering as a machine learning task, (2) the silhouette plots for classification evaluation, (3) the k-Means clustering… mathematics measurement (mathematics) data analysis motherhood divorce hot dog (recipe) traumata street food analytics machine learning caption 48 complete effects frankfurter algorithms courses (education) research meat products and dishes From Tina Chang 0 likes 56 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
33:31 DSPA Chapter 13 Model Evaluation DSPA Chapter 13 Model Evaluation	DSPA Chapter 13 Model Evaluation DSPA Chapter 13 Model Evaluation In this chapter, we will discuss (1) various evaluation strategies for prediction, clustering, classification, regression, and decision trees, (2) visualization… examinations health care strategy quality of life human hands corporate education computing performance adult and other education machine learning educational assessment and evaluation computation (information technology) effects mathematics algorithms artificial intelligence probability calculus From Tina Chang 0 likes 44 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
20:33 DSPA Chapter 14 Improvement of Model Performance DSPA Chapter 14 Improvement of Model Performance	DSPA Chapter 14 Improvement of Model Performance DSPA Chapter 14 Improvement of Model Performance We already explored several alternative machine learning (ML) methods for prediction, classification, clustering and outcome forecasting. In many… correspondence human resource development management staff training quality of life corporate education computing performance adult and other education forests grid computing computation (information technology) caption 48 complete effects mathematics algorithms machine learning artificial intelligence probability calculus From Tina Chang 0 likes 24 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
49:02 DSPA Chapter 8 Decision Tree Classification DSPA Chapter 8 Decision Tree Classification	DSPA Chapter 8 Decision Tree Classification DSPA Chapter 8 Decision Tree Classification In this chapter, we will (1) see a simple motivational example of decision trees based on the Iris data, (2) describe decision-tree divide and conquer… and disorders examinations diseases mathematics quality of life margin of error corporate education human resource development management adult and other education pi (number) caption 48 complete effects chronic diseases and syndromes graph (mathematics) algorithms plums syndromes staff training probability calculus From Tina Chang 0 likes 90 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
34:31 DSPA Chapter 11 Apriori Association Rule Learning DSPA Chapter 11 Apriori Association Rule Learning	DSPA Chapter 11 Apriori Association Rule Learning DSPA Chapter 11 Apriori Association Rule Learning HTTP cookies are used to track web-surfing the Internet traffic. We often notice that promotions (ads) on websites tend to match our needs,… drugs and medicines distribution chain shopping settings data science fentanyl kindred patients payment transactions health care caption 48 complete effects neck cancer algorithms barbecue sauce human hands medicinal treatment From Tina Chang 0 likes 20 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
30:36 DSPA Chapter 6: k-Nearest Neighbors Classification DSPA Chapter 6: k-Nearest Neighbors Classification	DSPA Chapter 6: k-Nearest Neighbors Classification DSPA Chapter 6: k-Nearest Neighbors Classification In the next several chapters we will concentrate of various progressively advanced machine learning, classificaiton and clustering techniques.… examinations fraction (mathematics) employees human resources corporate education bad loans adult and other education machine learning education and upbringing educational assessment and evaluation caption 48 complete effects algorithms courses (education) education human resource development management staff training From Tina Chang 0 likes 137 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits S Creation Date August 1st, 2017
18:23 DSPA Chapter 7 Naive Bayes Classification DSPA Chapter 7 Naive Bayes Classification	DSPA Chapter 7 Naive Bayes Classification DSPA Chapter 7 Naive Bayes Classification Please review the introduction to Chapter 6, where we described the types of machine learning methods and presented lazy classification for numerical… mathematical sciences linguistics examinations data classification mathematics business intelligence language technology thomas bayes educational assessment and evaluation mathematicians text corpus caption 48 complete effects databases algorithms business analytics probability calculus From Tina Chang 0 likes 89 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017