Search for tag: "courses (education)"

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DSPA Chapter 20 Prediction and Internal… duration 31 minutes 4 seconds 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 +18 More From Tina Chang 0 likes 41 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 29th, 2017
DSPA Chapter 19 Text Mining (TM) and Natural… duration 54 minutes 28 seconds 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 +16 More 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
DSPA Chapter 4 Linear Algebra and Matrix Computing duration 46 minutes 48 seconds 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 +16 More From Tina Chang 0 likes 112 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
DSPA Chapter 12: k-Means Clustering duration 35 minutes 28 seconds 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 +16 More From Tina Chang 0 likes 61 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
DSPA Chapter 5 Dimensionality Reduction duration 50 minutes 23 seconds 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 +16 More From Tina Chang 0 likes 114 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
DSPA Chapter 3 Data Visualization duration 40 minutes 22 seconds 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) +16 More From Tina Chang 0 likes 234 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
DSPA Chapter 6: k-Nearest Neighbors Classification duration 30 minutes 36 seconds 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 +16 More From Tina Chang 0 likes 152 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits S Creation Date August 1st, 2017
DSPA: Chapter 1 Foundations of R duration 47 minutes 19 seconds 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 +16 More From Ivo Dinov 0 likes 717 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
DSPA Overview duration 9 minutes 33 seconds 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 +16 More From Tina Chang 0 likes 351 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017
DSPA Introduction duration 20 minutes 32 seconds 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 +16 More From Tina Chang 0 likes 256 plays 0 Stewardship SOCR Resource, University of Michigan Rights CC-BY Credits SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date August 1st, 2017