Stochastic Convex Optimization Methods In Machine Learning/ (Record no. 35704)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 03392n a2200457#a 4500 |
| 001 - CONTROL NUMBER | |
| control field | 36914 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | P5A |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20221213140549.0 |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr cuuuuuauuuu |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 160617s2016 bl por d |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | ocm51338542 |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | P5A |
| Transcribing agency | P5A |
| 090 ## - IMPA CODE FOR CLASSIFICATION SHELVES | |
| IMPA CODE FOR CLASSIFICATION SHELVES | Congressos e Seminários. |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Schmidt, Mark |
| Affiliation | (University of British Columbia, CA) |
| 9 (RLIN) | 7610 |
| 245 10 - TITLE STATEMENT | |
| Title | Stochastic Convex Optimization Methods In Machine Learning/ |
| Statement of responsibility, etc. | Mark Schmidt. |
| 246 1# - VARYING FORM OF TITLE | |
| Title proper/short title | Minicurso: Stochastic Convex Optimization Methods In Machine Learning |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Rio de Janeiro: |
| Name of publisher, distributor, etc. | IMPA, |
| Date of publication, distribution, etc. | 2016. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | Mini Course - 8 classes |
| 500 ## - GENERAL NOTE | |
| General note | Mini Course 3 We first review classic algorithms and complexity results for stochastic methods for convex optimization, and then turn our attention to the wide variety of exponentially-convergent algorithms that have been developed in the last four years. Topics will include finite-time convergence rates of classic stochastic gradient methods, stochastic average/variance-reduced gradient methods, primal-dual methods, proximal operators, acceleration, alternating minimization, non-uniform sampling, and a discussion of parallelization and non-convex problems. Applications in the field of machine learning will emphasized, but the principles we cover in this course are applicable to many fields . |
| 650 04 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Matematica. |
| Source of heading or term | larpcal |
| 9 (RLIN) | 19899 |
| 697 ## - LOCAL SUBJECT | |
| Local Subject | Congressos e Seminários. |
| Linkage | 23755 |
| 711 2# - ADDED ENTRY--MEETING NAME | |
| Meeting name or jurisdiction name as entry element | SVAN 2016 |
| Location of meeting | (IMPA, Rio de Janeiro, Brazil) |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | PRESENTATION 1 |
| Uniform Resource Identifier | <a href="http://www.cs.ubc.ca/~schmidtm/SVAN16/L1.pdf">http://www.cs.ubc.ca/~schmidtm/SVAN16/L1.pdf</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | PRESENTATION 2 |
| Uniform Resource Identifier | <a href="http://www.cs.ubc.ca/~schmidtm/SVAN16/L2.pdf">http://www.cs.ubc.ca/~schmidtm/SVAN16/L2.pdf</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | PRESENTATION 3 |
| Uniform Resource Identifier | <a href="http://www.cs.ubc.ca/~schmidtm/SVAN16/L3.pdf">http://www.cs.ubc.ca/~schmidtm/SVAN16/L3.pdf</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | PRESENTATION 4 |
| Uniform Resource Identifier | <a href="http://www.cs.ubc.ca/~schmidtm/SVAN16/L4.pdf">http://www.cs.ubc.ca/~schmidtm/SVAN16/L4.pdf</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | PRESENTATION 5A |
| Uniform Resource Identifier | <a href="http://www.cs.ubc.ca/~schmidtm/SVAN16/L5a.pdf">http://www.cs.ubc.ca/~schmidtm/SVAN16/L5a.pdf</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | PRESENTATION 5B |
| Uniform Resource Identifier | <a href="http://www.cs.ubc.ca/~schmidtm/SVAN16/L5b.pdf">http://www.cs.ubc.ca/~schmidtm/SVAN16/L5b.pdf</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | PRESENTATION 6 |
| Uniform Resource Identifier | <a href="http://www.cs.ubc.ca/~schmidtm/SVAN16/L6.pdf">http://www.cs.ubc.ca/~schmidtm/SVAN16/L6.pdf</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | PRESENTATION 7 |
| Uniform Resource Identifier | <a href="http://www.cs.ubc.ca/~schmidtm/SVAN16/L7.pdf">http://www.cs.ubc.ca/~schmidtm/SVAN16/L7.pdf</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | PRESENTATION 8 |
| Uniform Resource Identifier | <a href="http://www.cs.ubc.ca/~schmidtm/SVAN16/L8.pdf">http://www.cs.ubc.ca/~schmidtm/SVAN16/L8.pdf</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | CLASS 1 (VIDEO) |
| Uniform Resource Identifier | <a href="https://www.youtube.com/watch?v=p4EnVHSml4U&index=5&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-">https://www.youtube.com/watch?v=p4EnVHSml4U&index=5&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | CLASS 2 (VIDEO) |
| Uniform Resource Identifier | <a href="https://www.youtube.com/watch?v=-SpWLPnlVWg&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-&index=6">https://www.youtube.com/watch?v=-SpWLPnlVWg&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-&index=6</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | CLASS 3 (VIDEO) |
| Uniform Resource Identifier | <a href="https://www.youtube.com/watch?v=XdY87jyeQ7Q&index=7&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-">https://www.youtube.com/watch?v=XdY87jyeQ7Q&index=7&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | CLASS 4 (VIDEO) |
| Uniform Resource Identifier | <a href="https://www.youtube.com/watch?v=zzIzEcbAb8U&index=8&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-">https://www.youtube.com/watch?v=zzIzEcbAb8U&index=8&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | CLASS 5 (VIDEO) |
| Uniform Resource Identifier | <a href="https://www.youtube.com/watch?v=7cyVxxx8rZA&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-&index=9">https://www.youtube.com/watch?v=7cyVxxx8rZA&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-&index=9</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | CLASS 6 (VIDEO) |
| Uniform Resource Identifier | <a href="https://www.youtube.com/watch?v=il3rDjaMWfs&index=10&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-">https://www.youtube.com/watch?v=il3rDjaMWfs&index=10&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | CLASS 7 (VIDEO) |
| Uniform Resource Identifier | <a href="https://www.youtube.com/watch?v=GThR7vpUTTY&index=11&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-">https://www.youtube.com/watch?v=GThR7vpUTTY&index=11&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-</a> |
| 856 4# - ELECTRONIC LOCATION AND ACCESS | |
| Public note | CLASS 8 (VIDEO) |
| Uniform Resource Identifier | <a href="https://www.youtube.com/watch?v=TpnKxfUCeAE&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-&index=12">https://www.youtube.com/watch?v=TpnKxfUCeAE&list=PLo4jXE-LdDTTR8sH8rJindqSX9IeobHE-&index=12</a> |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Books |
No items available.