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31:04 DSPA Chapter 20 Prediction and Internal… DSPA Chapter 20 Prediction and Internal Statistical Cross-validation	DSPA Chapter 20 Prediction and Internal Statistical Cross-validation Chapter 20 uses Google Flu Trends, Autism, and Parkinson’s disease case-studies to illustrate (1) alternative forecasting types using linear and non-linear predictions, (2) exhaustive and… examinations statistics predictive analytics biological neural network analytics flu and influenza dspa elections business analytics educational assessment and evaluation caption 48 complete effects artificial neural network courses (education) machine learning parkinson's disease computer components artificial intelligence cross validation From Tina Chang 0 likes 39 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 29th, 2017
54:28 DSPA Chapter 19 Text Mining (TM) and Natural… DSPA Chapter 19 Text Mining (TM) and Natural Language Processing (NLP)	DSPA Chapter 19 Text Mining (TM) and Natural Language Processing (NLP) DSPA Chapter 19 Text Mining (TM) and Natural Language Processing (NLP)Natural Language Processing (NLP) and Text Mining (TM) refer to automated machine-driven algorithms for semantically mapping,… text mining geometry (mathematics) examinations lexicology language vocabulary linguistics preprocessors (computing) words (linguistics) language technology job description text corpus caption 48 complete effects cosine (mathematics) courses (education) labor From Tina Chang 0 likes 65 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date July 1st, 2017
46:48 DSPA Chapter 4 Linear Algebra and Matrix Computing DSPA Chapter 4 Linear Algebra and Matrix Computing	DSPA Chapter 4 Linear Algebra and Matrix Computing DSPA Chapter 4 Linear Algebra and Matrix Computing Linear algebra is a branch of mathematics that studies linear associations using vectors, vector-spaces, linear equations, linear transformations… mathematical sciences division equation (math) arithmetics identity formation period of study arithmetic operations algebra (mathematics) functions and mappings caption 48 complete effects multiplication mathematics courses (education) number theory basic mathematics software From Tina Chang 0 likes 103 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 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 51 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
50:23 DSPA Chapter 5 Dimensionality Reduction DSPA Chapter 5 Dimensionality Reduction	DSPA Chapter 5 Dimensionality Reduction DSPA Chapter 5 Dimensionality Reduction Dimensionality reduction techniques enable exploratory data analyses by reducing the complexity of the dataset, still approximately preserving important… mathematics equation (math) simulating business computers algebra (mathematics) functions and mappings business analytics analytics caption 48 complete effects pregnancy with multiple embryos twins courses (education) parkinson's disease computer components ratio (mathematics) From Tina Chang 0 likes 101 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
40:22 DSPA Chapter 3 Data Visualization DSPA Chapter 3 Data Visualization	DSPA Chapter 3 Data Visualization DSPA Chapter 3 Data Visualization In this chapter, we use a broad range of simulations and hands-on activities to highlight some of the basic data visualization techniques using R. A brief… algebra (mathematics) data classification language data visualization equation (math) brain and nervous systems functions and mappings magnetic resonance imaging (mri) alzheimer effects mathematics images & pictures caption 48 complete courses (education) research earthquake data management From Tina Chang 0 likes 186 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 118 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits S Creation Date August 1st, 2017
47:19 DSPA: Chapter 1 Foundations of R DSPA: Chapter 1 Foundations of R	DSPA: Chapter 1 Foundations of R DSPA: Chapter 1 Foundations of R This chapter introduces the foundations of R programming for visualization, statistical computing and scientific inference. Specifically, in this chapter we will… architectural elements building elements statistics simulating mpaa film ratings r (mpaa) column (building) manipulation of people business caption 48 complete effects graphical user interface movie content ratings courses (education) it optimization sas drive software From Ivo Dinov 0 likes 627 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
09:33 DSPA Overview DSPA Overview	DSPA Overview DSPA Overview This Data Science and Predictive Analytics (DSPA) course is offered by Prof. Ivo Dinov at the University of Michigan. The package of materials collectively aim to provide learners… massive open online courses big data university & college studying data science bio-informatics education and upbringing syllabus online learning caption 48 complete effects computing resources courses (education) michigan period of study data management predictive analytics From Tina Chang 0 likes 324 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
20:32 DSPA Introduction DSPA Introduction	DSPA Introduction Data Science and Predictive Analytics (DSPA) course This open graduate course will provide a general overview of the principles, concepts, techniques, tools and services for managing,… data visualization computing & information technology genetics human head and neck big data gene research data science brain and nervous systems period of study computation (information technology) caption 48 complete effects data processing courses (education) cloud computing data management predictive analytics From Tina Chang 0 likes 222 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017