Playlist: 20 videos

Foundations of Data Science Boot Camp

0:57:30

Foundations of Data Science I

David Woodruff & Ravi Kannan, Microsoft Research India
https://simons.berkeley.edu/talks/intro-his-foundations-data-science-book-i
Foundations of Data Science Boot Camp
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0:54:36

Foundations of Data Science II

Ravi Kannan, Microsoft Research India
https://simons.berkeley.edu/talks/clone-intro-his-foundations-data-science-book-ii
Foundations of Data Science Boot Camp
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0:59:16

Sketching for Linear Algebra: Basics of Dimensionality Reduction and CountSketch I

David Woodruff, Carnegie Mellon University
https://simons.berkeley.edu/talks/sketching-linear-algebra-i-basics-dim-reduction
Foundations of Data Science Boot Camp
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1:9:35

Sketching for Linear Algebra: Basics of Dimensionality Reduction and CountSketch II

David Woodruff, Carnegie Mellon University
https://simons.berkeley.edu/talks/clone-sketching-linear-algebra-i-basics-dim-reduction
Foundations of Data Science Boot Camp
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1:4:10

Sketching for Linear Algebra III: Randomized Hadamard, Kernel Methods

Ken Clarkson, IBM Almaden
https://simons.berkeley.edu/talks/clone-intro-his-foundations-data-science-book-i
Foundations of Data Science Boot Camp
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0:58:24

First-Order Stochastic Optimization

Rachel Ward, University of Texas at Austin
https://simons.berkeley.edu/talks/clone-intro-his-foundations-data-science-book-ii-1
Foundations of Data Science Boot Camp
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1:2:55

Sampling for Linear Algebra, Statistics, and Optimization I

Michael Mahoney, International Computer Science Institute and UC Berkeley
https://simons.berkeley.edu/talks/sampling-linear-algebra-and-optimization
Foundations of Data Science Boot Camp
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1:1:42

Sampling for Linear Algebra, Statistics, and Optimization II

Michael Mahoney, International Computer Science Institute and UC Berkeley
https://simons.berkeley.edu/talks/sampling-linear-algebra-and-optimization-ii
Foundations of Data Science Boot Camp
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1:6:41

Stochastic Second Order Optimization Methods I

Fred Roosta, University of Queensland
https://simons.berkeley.edu/talks/clone-sketching-linear-algebra-i-basics-dim-reduction-0
Foundations of Data Science Boot Camp
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1:12:21

Stochastic Second Order Optimization Methods II

Fred Roosta, University of Queensland
https://simons.berkeley.edu/talks/second-order-methods-ii
Foundations of Data Science Boot Camp
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