Home /  Representations of High Dimensional Data

Summer Graduate School

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

Show List of Lecturers

Teaching Assistants(s)

Show List of Teaching Assistants

Speaker(s)

Show List of Speakers

Description
Image

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)
Funding & Logistics Show All Collapse

Show Directions to Venue

Show Visa/Immigration

Show Reimbursement Guidelines

Schedule, Notes/Handouts & Videos
Show Schedule, Notes/Handouts & Videos
Show All Collapse
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