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Deep Learning Bytes Dr. J. van Gemert

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Page 1: Deep Learning Bytesjvgemert.github.io/AIexpo-jvgemert.pdf · DL revolution came from academia: No products; generic solutions: Knowledge powers innovation: All R 9 INNOVATIONS i0ße

Deep Learning BytesDr. J. van Gemert

Page 2: Deep Learning Bytesjvgemert.github.io/AIexpo-jvgemert.pdf · DL revolution came from academia: No products; generic solutions: Knowledge powers innovation: All R 9 INNOVATIONS i0ße

2Video credits: “MonoPerfCap”, Xu et al., 2018

Page 3: Deep Learning Bytesjvgemert.github.io/AIexpo-jvgemert.pdf · DL revolution came from academia: No products; generic solutions: Knowledge powers innovation: All R 9 INNOVATIONS i0ße

3Video credits: “Deep video portraits”, Kim et al., 2018

Page 4: Deep Learning Bytesjvgemert.github.io/AIexpo-jvgemert.pdf · DL revolution came from academia: No products; generic solutions: Knowledge powers innovation: All R 9 INNOVATIONS i0ße

4Video credits: youtube, K. Majek, 2018

Page 5: Deep Learning Bytesjvgemert.github.io/AIexpo-jvgemert.pdf · DL revolution came from academia: No products; generic solutions: Knowledge powers innovation: All R 9 INNOVATIONS i0ße

What is Deep Learning?

Page 6: Deep Learning Bytesjvgemert.github.io/AIexpo-jvgemert.pdf · DL revolution came from academia: No products; generic solutions: Knowledge powers innovation: All R 9 INNOVATIONS i0ße

Machine Learning: Application independent

Deep Learning: Coupled to the application

Page 7: Deep Learning Bytesjvgemert.github.io/AIexpo-jvgemert.pdf · DL revolution came from academia: No products; generic solutions: Knowledge powers innovation: All R 9 INNOVATIONS i0ße

Computer programming by Deep Learning

Instead of how to do a task: Give examples of what to do:

Page 8: Deep Learning Bytesjvgemert.github.io/AIexpo-jvgemert.pdf · DL revolution came from academia: No products; generic solutions: Knowledge powers innovation: All R 9 INNOVATIONS i0ße

Big Labels

Page 9: Deep Learning Bytesjvgemert.github.io/AIexpo-jvgemert.pdf · DL revolution came from academia: No products; generic solutions: Knowledge powers innovation: All R 9 INNOVATIONS i0ße

Big Labels

Page 10: Deep Learning Bytesjvgemert.github.io/AIexpo-jvgemert.pdf · DL revolution came from academia: No products; generic solutions: Knowledge powers innovation: All R 9 INNOVATIONS i0ße

Big Labels

Page 11: Deep Learning Bytesjvgemert.github.io/AIexpo-jvgemert.pdf · DL revolution came from academia: No products; generic solutions: Knowledge powers innovation: All R 9 INNOVATIONS i0ße

Current research state-of-the art

Reduce annotation effort:

Security against adversarial attacks:

Interpretability:

Efficiency:

Role of the university

DL revolution came from academia:

No products; generic solutions:

Knowledge powers innovation:

ACADEMIA / ACADEMIA

Outline Why academia? - Nc State Universityreich/st810A/academic.pdf · Outline • Why academia? • Preparing for a career in academia • Types of positions in academia • Postdoctoral

Article II – Legislative Power Legislative Powers of Congress Enumerated Powers Implied Powers Inherent Powers Amendment-Enforcing Powers Treaty Powers

Electoral Area 'G' - Crooked River-Parsnip · 2366 dl 2367 dl 2373 dl 2374 dl 2375 2376 dl 2377 2383 2378 dl 2384 dl 2386 dl 2387 dl 2388 2282 dl 2283 dl 2284 dl ... 2325 2324 2323

Academia Catalog

KTPPLktppl.com/Catalogues/DFC-Catalogue.pdf · 2020. 4. 22. · DFC 20 DL DFC 25 DL DFC 30 DL DFC 35 DL DFC 40 DL DFC 50 DL DFC 60 DL DFC 80 DL DFC 90 DL DFC 100 DL Size DFC DL Rated

Academia Cartagena99 parte 1 … · Academia Cartagena99

Academia #68 - webfolder.eurac.eduwebfolder.eurac.edu/EURAC/Publications/Academia/Academia-online/... · Academia Magazin der / Rivista di / Magazine of EURAC & unibz Jänner / gennaio

Richelle Mead - Academia Vampirilor - 1 - Academia Vampirilor

ACADEMIA V6 FOR ACADEMIA - Dassault Systèmes

ACADEMIA Class: III, Subject ... - ACADEMIA SCHOOL DHAKA

DL-1020 Features DL-1021 DL-1022

THOMPSON-NICOLA REGIONAL DISTRICT DISTRICT OF … · cid r es rvoi!! dl 2850 dl 1722 dl 3861 dl 68 dl 2158 dl 1680 dl 2848 dl 26 dl 3855 dl 2280 dl 1680 dl 2849 dl 17 9 dl 26 0 dl

Academia Arena

82F - alc.gov.bc.ca · DL 1004 DL 525 L 1270 DLD 1269 DL 3878 DL 3877 DL 8624 DL 9557 DL 7717 DL 1271A DL 16326 DL 12715 DL 12843 DL 3864 DL 524 DL 15878 Sec 220, TP 7 DL 9556 Sec

DL -HD18-272B - DREAMLIFE MT · dl-hd18-272e dl -hd18-272b dl-hd18-272a dl-hd18-271b dl-hd18-271c dl-hd18-271f dl-hd18-271a dl-hd18-271d dl -hd18 271e dl-hd18-271g dl-hd18-271h dl-hd18-271i

Industry Academia

DO CAMPO À ACADEMIA, DA ACADEMIA AO CAMPO: AS …

Swcph academia

The Expressed Powers Chapter 11 Section 1. Key Terms Expressed Powers Expressed Powers Implied Powers Implied Powers Inherent Powers Inherent Powers Commerce

Land Use Designations - Regional District of Central Okanagan · DL 4513 DL 4508 (DL 14) (DL l4) DL 4507 DL 4505 DL 4506 DL 4095 DL 4507 DL 4502 D L 2 4 0 5 1 DL 3742 DL 4048 DL 3906

Presidential Powers Overview of Presidential Powers Executive Powers Diplomatic Powers Military Powers Legislative Powers Judicial Powers

82E...DL 7S DL 1982S DL 2971,0 KRUGER 0MC DL 2968, STRATHCONA MC DL 633S DL 558S, LEAMINGTON MC DL 3064S, BRITISH MC DL 1928, HORN SILVER MC DL 2973, IOWA MC DL 2393S, SILVER BELL

Apps Academia

Introduction to Roc Bevel - Rocplasrocplas.co.uk/door-lights-catalogue.pdf · DL 018 DL 016 DL 019. PAGE Inspiration 07 DL 020 DL 023 DL 021 DL 024 DL 022 DL 025 DL 026. Contemporary

May the Powers of Attorney Be with You library/nna/webinars/powers-of-attorney.pdfPower of attorney 1 - 3 - 13 VA DL #T16700185 Exp. 7/15/2017 VA DMV Named, Mary S. Anderson as attorney

AutomationDirect ECOM Driver Help - Kepware · AutomationDirectECOMDriverHelp DeviceSetup SupportedDevices* DL-05 DL-06 DL-240 DL-250(-1) DL-260 DL-430 DL-440 DL-450 *AllPLCsviaanHx-ECOMmodule

A protection of Liberty against Tyranny. RESERVED POWERS DELEGATED POWERS CONCURRENT POWERS Implied Powers Inherent Powers Powers delegated to the Federal

92B€¦ · ir 2 deadman's island l 26 d 160 dl 171 dl 218 dl 225 dl 172 dl 286 dl 186 dle 168 dl 189 dl 211 dl 220 dl 163 dl 269 dl 287 dl 291 dl 20 dl 270 l 167 dl 177c dl 173 dl

Range Tenure RAN076373 (PIETER BLEEKER) Overlap with or ......dl 8155 dl 8532 dl 8294 dl 8472 dl 2913 dl 4639 dl 474 dl 2202 dl 5301 dl 5297 dl 5300 dl 5296 dl 5298 dl 5295 dl 8159

CONTENTS · DL 018 DL 016 DL 019. PAGE Inspiration 07 DL 020 DL 023 DL 021 DL 024 DL 022 DL 025 DL 026. Contemporary designs and styles inspired by nature PAGE 08 DL 029 DL 032 DL