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Home » Representations of High Dimensional Data

Summer Graduate School

Representations of High Dimensional Data July 09, 2018 - July 20, 2018
Parent Program: --
Location: MSRI: Simons Auditorium, Atrium
Organizers Blake Hunter (Microsoft), Deanna Needell (University of California, Los Angeles)
Lecturer(s)

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Description
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In today's world, data is exploding at a faster rate than computer architectures can handle. This summer school will introduce students to modern and innovative mathematical techniques that address this phenomenon. Hands-on topics will include data mining, compression, classification, topic modeling, large-scale stochastic optimization, and more.

Suggested Prerequisites:

The minimum requirements for students to benefit from this program are:

  • A foundation in graduate analysis, at least one course
  • An undergraduate degree in Mathematics or related field including courses in Probability and Linear Algebra
  • Some programming experience (Matlab, C, C++, Python, Java, etc.)

Bibliography (PDF)

Lecture Notes
Lecture 1
Lecture 2
Lecture 3
Lecture 4
Lecture 5
Lecture 6

Exercises 7-12-2018
Exercises 7-16-2018
Exercises 7-19-2018
https://github.com/BIDS-numpy/2018-07-19-seminar

Funding provided by:

 
 
Keywords and Mathematics Subject Classification (MSC)
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Schedule, Notes/Handouts & Videos
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Jul 09, 2018
Monday
09:15 AM - 09:30 AM
  Introduction to MSRI
09:30 AM - 10:15 AM
  Introduction to summer school and hosts
Jeff Blanchard (Grinnell College), Deanna Needell (University of California, Los Angeles)
10:15 AM - 10:45 AM
  Break
10:45 AM - 12:00 PM
  Lecture 1
Jeff Blanchard (Grinnell College)
12:00 PM - 02:00 PM
  Lunch
02:00 PM - 03:00 PM
  Exercises
Jeff Blanchard (Grinnell College)
03:00 PM - 03:30 PM
  Tea
03:30 PM - 04:30 PM
  Exercises and Discussion
Jul 10, 2018
Tuesday
09:30 AM - 10:15 AM
  Lecture 1
Deanna Needell (University of California, Los Angeles)
10:15 AM - 10:45 AM
  Break
10:45 AM - 12:00 PM
  Lecture 2
Jeff Blanchard (Grinnell College)
12:00 PM - 02:00 PM
  Lunch
02:00 PM - 03:00 PM
  Exercises
Jeff Blanchard (Grinnell College)
03:00 PM - 03:30 PM
  Tea
03:30 PM - 04:30 PM
  Exercises and Discussion
Jul 11, 2018
Wednesday
09:30 AM - 10:45 AM
  Lecture 1
Jeff Blanchard (Grinnell College)
10:45 AM - 11:15 AM
  Break
11:15 AM - 11:30 AM
  Group Photo
11:30 AM - 02:00 PM
  BBQ Lunch at Tilden Park
02:00 PM - 03:00 PM
  Exercises
Jeff Blanchard (Grinnell College)
03:00 PM - 03:30 PM
  Tea
03:30 PM - 04:30 PM
  Exercises and Discussion
Jul 12, 2018
Thursday
09:30 AM - 10:15 AM
  Lecture 1
Jeff Blanchard (Grinnell College)
10:15 AM - 10:45 AM
  Break
10:45 AM - 12:00 PM
  Lecture 2
Mary Wootters (Stanford University)
12:00 PM - 02:00 PM
  Lunch
02:00 PM - 03:00 PM
  Exercises
Jeff Blanchard (Grinnell College), Mary Wootters (Stanford University)
03:00 PM - 03:30 PM
  Tea
03:30 PM - 04:30 PM
  Exercises and Discussion
Jul 13, 2018
Friday
09:30 AM - 10:45 AM
  Lecture 1
Jeff Blanchard (Grinnell College)
10:45 AM - 11:15 AM
  Break
11:15 AM - 12:00 PM
  Lecture 2
Anna Ma (University of California, San Diego)
12:00 PM - 02:00 PM
  Lunch
01:00 PM - 02:30 PM
  Introduction to Deep Learning
Yannet Interian (University of San Francisco)
02:30 PM - 03:00 PM
  Exercises
Jeff Blanchard (Grinnell College)
03:00 PM - 03:30 PM
  Tea
03:30 PM - 04:30 PM
  Exercises and Discussion
Jul 16, 2018
Monday
09:30 AM - 10:15 AM
  Intro to Week 2
Blake Hunter (Microsoft), Deanna Needell (University of California, Los Angeles)
10:15 AM - 10:45 AM
  Break
10:45 AM - 12:00 PM
  Lecture 2
Jeremy Stober (Apple Inc)
12:00 PM - 02:00 PM
  Lunch
02:00 PM - 03:00 PM
  Exercises
Mark Blunk (Apple Inc)
03:00 PM - 03:30 PM
  Tea
03:30 PM - 04:30 PM
  Exercises and Discussion
Jul 17, 2018
Tuesday
09:30 AM - 10:15 AM
  Lecture 1
Stefan van der Walt (University of California, Berkeley)
10:15 AM - 10:45 AM
  Break
10:45 AM - 12:00 PM
  Lecture 2
Stefan van der Walt (University of California, Berkeley)
12:00 PM - 02:00 PM
  Lunch
02:00 PM - 03:00 PM
  Lecture 3
Stefan van der Walt (University of California, Berkeley)
03:00 PM - 03:30 PM
  Tea
03:30 PM - 04:30 PM
  Exercises and Discussion
Jul 18, 2018
Wednesday
09:30 AM - 10:15 AM
  Lecture 1
Deanna Needell (University of California, Los Angeles)
10:15 AM - 10:45 AM
  Break
10:45 AM - 12:00 PM
  Lecture 2
Blake Hunter (Microsoft)
12:00 PM - 02:00 PM
  Lunch
02:00 PM - 03:00 PM
  Exercises
Blake Hunter (Microsoft), Deanna Needell (University of California, Los Angeles)
03:00 PM - 03:30 PM
  Tea
03:30 PM - 04:30 PM
  Exercises and Discussion
Jul 19, 2018
Thursday
09:30 AM - 10:15 AM
  Lecture 1
Denali Molitor (University of California, Los Angeles)
10:15 AM - 10:45 AM
  Break
10:45 AM - 12:00 PM
  Lecture 2
Blake Hunter (Microsoft)
12:00 PM - 02:00 PM
  Lunch
02:00 PM - 03:00 PM
  Exercises
Blake Hunter (Microsoft), Deanna Needell (University of California, Los Angeles)
03:00 PM - 03:30 PM
  Tea
03:30 PM - 04:30 PM
  Exercises and Discussion
Jul 20, 2018
Friday
09:30 AM - 10:15 AM
  Lecture 1
Blake Hunter (Microsoft)
10:15 AM - 10:45 AM
  Break
10:45 AM - 12:00 PM
  Career Panel
Blake Hunter (Microsoft), Deanna Needell (University of California, Los Angeles)
12:00 PM - 02:00 PM
  Lunch
02:00 PM - 03:00 PM
  Exercises
Blake Hunter (Microsoft), Deanna Needell (University of California, Los Angeles)
03:00 PM - 03:30 PM
  Tea
03:30 PM - 04:30 PM
  Exercises and Discussion