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01:11:42 Talk by Karyn Temple, Register of Copyrights Talk by Karyn Temple, Register of Copyrights	Talk by Karyn Temple, Register of Copyrights Remarks from Karyn Temple, Register of Copyrights at the University of Michigan Library on February 22, 2019. caption 48 complete From Justin Bonfiglio 0 likes 11 plays 0 Stewardship Justin Bonfiglio Rights Justin Bonfiglio Credits Justin Bonfiglio Creation Date February 22nd, 2019
39:38 DSPA Chapter 22 Deep Learning DSPA Chapter 22 Deep Learning	DSPA Chapter 22 Deep Learning Chapter 22 demonstrates the R deep learning package MXNetR and demonstrate state-of-the-art deep learning models utilizing CPU and GPU for fast training (learning) and testing (validation). examinations house structures perceptron doorsteps (building) dspa building elements brain and nervous systems machine learning nerve cells listels (building) caption 48 complete effects deep learning cell (biology) mathematics house doors inc. artificial intelligence probability calculus From Tina Chang 0 likes 108 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 29th, 2017
23:24 DSPA Chapter 21 Function Optimization DSPA Chapter 21 Function Optimization	DSPA Chapter 21 Function Optimization Chapter 21 covers (1) constrained and unconstrained optimization, (2) Lagrange multipliers, (3) linear, quadratic and (general) non-linear programming, and (4) data denoising. mathematical sciences equation (math) inequality (math) algebra (mathematics) dspa functions and mappings inequality caption 48 complete effects mathematics it optimization probability calculus optimization From Tina Chang 0 likes 29 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 29th, 2017
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 40 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 69 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date July 1st, 2017
42:39 DSPA Chapter 18 Big Longitudinal Data Analysis… DSPA Chapter 18 Big Longitudinal Data Analysis (Timeseries GEE GLMM SEM)	DSPA Chapter 18 Big Longitudinal Data Analysis (Timeseries GEE GLMM SEM) DSPA Chapter 18 Big Longitudinal Data Analysis (Timeseries GEE GLMM SEM)The time-varying (longitudinal) characteristics of large information flows represent a special case of the complexity,… mathematical sciences statistics predictive analytics earnings forecast financial charts time series analyses wholesale of stationery products and office supplies business analytics analytics business intelligence caption 48 complete effects graph (mathematics) peking (beijing) parkinson's disease technical analysis (finance) moving average 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 July 1st, 2017
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
48:40 DSPA Chapter 17 (Regularized Linear Modeling and… DSPA Chapter 17 (Regularized Linear Modeling and Controlled Variable Selection)	DSPA Chapter 17 (Regularized Linear Modeling and Controlled Variable Selection) DSPA Chapter 17 (Regularized Linear Modeling and Controlled Variable Selection) Classical techniques for choosing important covariates to include in a model of complex multivariate data relied on… examinations health care strategy ratio (mathematics) analytics heart transplants data science surgeons business analytics educational assessment and evaluation caption 48 complete effects mathematics predictive analytics parkinson's disease it optimization staff training probability calculus From Tina Chang 0 likes 30 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… 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 105 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
46:21 DSPA Chapter 15 Specialized ML Techniques DSPA Chapter 15 Specialized ML Techniques	DSPA Chapter 15 Specialized ML Techniques DSPA Chapter 15 Specialized ML Techniques In this chapter, we will discuss some technical details about data formats, streaming, optimization of computation, and distributed deployment of… data modelling computing & information technology data classification sql (programming language) concurrent computing data administration programming sql database data structures mathematics relational database model effects databases graph (mathematics) caption 48 complete data management database migration and conversion From Tina Chang 1 likes 19 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 53 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 88 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 108 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
37:26 DSPA Chapter 10: SVM Classification DSPA Chapter 10: SVM Classification	DSPA Chapter 10: SVM Classification DSPA Chapter 10 SVM Classification In this chapter, we are going to cover two very powerful machine-learning algorithms. These techniques have complex mathematical formulations, however,… mathematical sciences equation (math) support vector machine biological neural network doorsteps (building) algebra (mathematics) building elements machine learning nerve cells caption 48 complete effects mathematics functions and mappings cell (biology) From Tina Chang 0 likes 58 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
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 207 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 127 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits S Creation Date August 1st, 2017
28:47 DSPA Chapter 9: Regression Classification DSPA Chapter 9: Regression Classification	DSPA Chapter 9: Regression Classification DSPA Chapter 9: Regression Classification In previous chapters (6, 7, and 8), we covered some classification methods that use mathematical formalism to address everyday life prediction problems.… mathematical sciences error (band) equation (math) support vector machine data visualization algebra (mathematics) studying examinations computation (information technology) functions and mappings business intelligence caption 48 complete effects mathematics baseball hospitals & clinics computing performance From Tina Chang 0 likes 86 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan 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 86 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017