Optimization For Machine Learning(1st Edition)
Authors:
Suvrit Sra ,Sebastian Nowozin ,Stephen J. Wright
In Stock: 1 Left
Shipment time
Expected shipping within 2 - 3 DaysPopular items with books
Total Price:
$0
Solution Manual Includes
Price:
$9.99
Book details
ISBN: 0262537761, 978-0262537766
Book publisher: MIT Press
Book Price $0 : An Up-to-date Account Of The Interplay Between Optimization And Machine Learning, Accessible To Students And Researchers In Both Communities.The Interplay Between Optimization And Machine Learning Is One Of The Most Important Developments In Modern Computational Science. Optimization Formulations And Methods Are Proving To Be Vital In Designing Algorithms To Extract Essential Knowledge From Huge Volumes Of Data. Machine Learning, However, Is Not Simply A Consumer Of Optimization Technology But A Rapidly Evolving Field That Is Itself Generating New Optimization Ideas. This Book Captures The State Of The Art Of The Interaction Between Optimization And Machine Learning In A Way That Is Accessible To Researchers In Both Fields.Optimization Approaches Have Enjoyed Prominence In Machine Learning Because Of Their Wide Applicability And Attractive Theoretical Properties. The Increasing Complexity, Size, And Variety Of Today's Machine Learning Models Call For The Reassessment Of Existing Assumptions. This Book Starts The Process Of Reassessment. It Describes The Resurgence In Novel Contexts Of Established Frameworks Such As First-order Methods, Stochastic Approximations, Convex Relaxations, Interior-point Methods, And Proximal Methods. It Also Devotes Attention To Newer Themes Such As Regularized Optimization, Robust Optimization, Gradient And Subgradient Methods, Splitting Techniques, And Second-order Methods. Many Of These Techniques Draw Inspiration From Other Fields, Including Operations Research, Theoretical Computer Science, And Subfields Of Optimization. The Book Will Enrich The Ongoing Cross-fertilization Between The Machine Learning Community And These Other Fields, And Within The Broader Optimization Community.
Customers also bought these books
Optimization For Machine Learning - 1st Edition
Suvrit Sra
ISBN: 0262297892, 9780262297899
$0 $48.00
Electric Machinery - 6th Edition
Charles Kingsley
ISBN: 71230106, 9780073660097, 73660094, 978-0071230100
$0 $26.88
Financial Reporting Financial Statement Analysis And Valuation A Strategic Perspective - 7th Edition
James M Wahlen
ISBN: 9780324789423, 324789416, 978-0324789416
$170.07 $242.96
Statistics The Art And Science Of Learning From Data - 3rd Edition
Alan Agresti
ISBN: 9780321849281, 321755944, 321849280, 978-0321755940
$0 $19.39
6 Column Ledger Book Simple Six Column For Bookkeeping And Accounting Log Book For Personal Use And Small Business White Cover - 1st Edition
Esscom Morro Publishing
ISBN: B0CHRQZXBF
$0 $5.50
Become An Awesome Software Architect Book 1 Foundation 2019 - 1st Edition
Anatoly Volkhover
ISBN: 1697271065, 978-1697271065
$0 $34.49
Digital Twin Technology In Electric Vehicles - 1st Edition
Souvik Ganguli
ISBN: 1394402848, 978-1394402847
$0 $66.00
Reliability For Technology Engineering And Management - 1st Edition
Paul Kales
ISBN: 0134858220, 978-0134858227
$0 $11.75
Letters That Land Orders Or How To Make Letters Sell Goods - 1st Edition
John Horace Lytle
ISBN: 1120355044, 978-1120355041
$0 $26.95
Business Analytics Methods Models And Decisions - 2nd Edition
James R. Evans
ISBN: 321997824, 978-1119298588, 978-0321997821
$0 $32.77
Introduction To Nuclear Science - 4th Edition
Jeff C. Bryan
ISBN: 1032301805, 1000869377, 9781032301808, 9781000869378
$77 $110.00
6 Column Ledger Book Simple Six Column For Bookkeeping And Accounting Log Book For Personal Use And Small Business White Cover - 1st Edition
Esscom Morro Publishing
ISBN: B0CHRQZXBF
$0 $5.50
Daily Hygiene Checklist For Kids Self Care And Health Journal To Helping Children Develop Healthy Habits - 1st Edition
Mr Julien Bodrieu
ISBN: B0B3YXCLHR
$0 $7.00Popular Among Students
Lncs 5788 Intelligent Data Engineering And Automated Learning Ideal 2009 10th International Conference Burgos Spain September 2009 Proceedings - 2009th Edition
Emilio Corchado
ISBN: 3642043933, 978-3642043932
$0 $9.33
A Little Thing Called Life On Loving Elvis Presley Bruce Jenner And Songs In Between - 1st Edition
Linda Thompson
ISBN: 0062469754, 978-0062469755
$0 $20.12
Success Master Institute Of Banking Personnel Selection Ibps Bank Po Cwe For Probationary Officers Management Trainees In 19 Public Sector Banks - 1st Edition
Expert Compilation
ISBN: 8183488390, 978-8183488396
$0 $52.32
Nashville Songwriter The Inside Stories Behind Country Musics Greatest Hits - 1st Edition
Jake Brown
ISBN: 1940363179, 978-1940363172
$0 $17.88
Boiler Room Maintenance Log Book Repair Operate Maintain And Checking Journal For Boiler Room Engineers Operation Green Leather Print Design - 1st Edition
Abatron Logbooks
ISBN: 1702443221, 978-1702443227
$0 $7.62
Accelerated Optimization For Machine Learning First Order Algorithms - 1st Edition
Zhouchen Lin
ISBN: 9811529124, 978-9811529122
$83.01 $118.59
Multidimensional Particle Swarm Optimization For Machine Learning And Pattern Recognition - 1st Edition
Serkan Kiranyaz
ISBN: 3642437621, 978-3642437625
$74.49 $106.42
Linear Algebra And Optimization For Machine Learning - 1st Edition
Charu C. Aggarwal
ISBN: 3030403432, 978-3030403430
$0 $37.98
First Order And Stochastic Optimization Methods For Machine Learning - 1st Edition
Guanghui Lan
ISBN: 3030395707, 978-3030395704
$85.86 $122.66
Algorithmic Advances In Riemannian Geometry And Applications For Machine Learning Computer Vision Statistics And Optimization - 1st Edition
Ha Quang Minh
ISBN: 3319450255, 978-3319450254
$111.99 $159.99
Worlds Messiest Coal Miner Skull Hard Hat Ruled Notebook 6x9 Lined Journal Blank Book Gift - 1st Edition
Fiesta Notebooks
ISBN: 1690831030, 978-1690831037
$0 $5.00
Alaska Natural Gas Pipeline Hearing Before The Committee On Energy And Natural Resources United States Senate One Hundred Seventh Congress First From Alaska October 2 2001 - 1st Edition
United States
ISBN: 0160670063, 978-0160670060
$0 $68.00
20 Hours 40 Minutes Our Flight In The Friendship The American Girl First Across The Atlantic By Air Tells Her Story - 1st Edition
Amelia Earhart
ISBN: 1258827379, 978-1258827373
$0 $34.95
The Stroudwater And Thames And Severn Canals From Old Photographs Volume 3 - 1st Edition
Edwin Cuss
ISBN: 184868911X, 978-1848689114
$0 $30.04
Industrial Power Systems Protection Electrical Engineering - 1st Edition
Kamal Maity
ISBN: B077K64L8Q
$0 $50.73
Catalogue Of Steam Specialities Standard Scales - 1st Edition
N Y Fairbanks Co
ISBN: 1020436832, 978-1020436833
$0 $31.95