SlideShare ist ein Scribd-Unternehmen logo
1 von 11
Downloaden Sie, um offline zu lesen
Samsung Device Performance Analysis!
San Francisco, October 2013!
Agenda!
Background ß!
Data Analysis!
Next Steps!
Background!
This document provides a high level analysis of device
performance metrics pulled from the Crittercism big data
platform for August 2013:!
•  Top 100 Samsung Android devices (based on app loads) !
•  Installed base of ~250M (Android) devices!
•  Total of 10B+ app loads!
Key take-aways!
Crashes & performance issues affect all devices regardless of app loads,
however Samsung tablets (Galaxy Tab) and “phablets” (Galaxy Note) have the
highest crash rates, 3-4x the crash rate of the best phones.!
Some Samsung devices sold by non-US carriers are experiencing much higher
crash rates than their US counterparts, such as the Galaxy S III in both Japan
and Korea.!
Other “bad offenders” are older models still in use like the Galaxy Y and Galaxy
Ace that were shipped with Android versions as old as Froyo and Gingerbread
(both originally released back in 2010).!
More than 50% of Samsung devices have an average crash rate of greater
than 0.25%; in addition, 10 of the top 100 devices account over 60% of total
usage, suggesting a Pareto distribution of performance issues. !
Agenda!
Background!
Data Analysis ß!
Next Steps!
2.00%

1.50%

0.00%
sc-06
gt-n8000
gt-p7500
gt-p6200
gt-p6800
gt-p7510
gt-s5360
gt-p1000
gt-p3100
gt-s5570
gt-s6102
gt-p3110
gt-s5660
shw-m250
shv-e250
gt-p5100
sc-04
gt-s5830
gt-p3113
gt-s5839
sch-r820
shv-e120
sc-02
sgh-i997
sgh-t889
shv-e210
sgh-t959
sch-r530
sch-s720
gt-s5302
gt-p5110
gt-n7100
sc-03
sch-s738
gt-s5300
sph-m930
sgh-t999
shv-e160
sch-i500
sch-i605
gt-s7562
sph-l900
sph-d700
gt-s6802
gt-i9305
gt-s5301
gt-p5113
gt-i9003
gt-n7105
gt-i9000
sgh-i747
shv-e300
sgh-i317
sph-l710
gt-i9105
gt-n7000
gt-i9082
sch-i535
gt-i8160
sch-r760
gt-s7560
gt-s7500
gt-s6500
gt-i9500
gt-i9070
sgh-i777
gt-b5330
shw-m440
gt-i8150
gt-i9100
sph-d710
gt-s6810
sgh-m919
gt-i9195
gt-i9001
sph-l300
sch-r830
sgh-t769
sgh-t679
sph-m830
gt-i8190
sph-l720
sch-i545
sgh-i727
sgh-i537
sch-i510
sch-i200
sgh-i547
gt-i9505
sch-r970
sch-i405
sch-i415
sgh-t989
sgh-t699
sph-m950
gt-i8730
sgh-i337
gt-i9300
sgh-i717
sgh-i437

3 orders of magnitude range for crash rates!
Crash Rates for Top 100 Samsung Devices (by App Loads)!
5.00%

4.50%

4.00%

3.50%

3.00%

Lowest!
Highest!
Mean!

2.50%

0.05%!
4.74%!
0.38%!

Median! Std. Dev.!
0.28%!
0.58%!

3 orders of
magnitude!

1.00%

0.50%
Performance issues affect all devices!
Performance Correlation for Top 100 Devices !

Performance for Top 30 Devices (by App Loads)!
Device! App Loads (Millions)!
gt-i9300
gt-i9505
sgh-t989
gt-n7000
sph-l720
gt-i9500
sch-i545
sph-l710
sgh-t999
gt-i9070
gt-i9001
gt-i9082
sgh-i717
gt-p5100
sgh-i727

521
426
371
367
288
254
201
184
180
179
174
165
161
148
142
138
130
119
114
98
92
86
83
81
79
77
66
63

910

Million App Loads (x) vs. Crash Rate (y)!

Crash Rate (%)!
2,953

0.07%
0.17%
0.10%
0.11%
0.08%
0.14%
0.26%
0.07%
0.11%
0.16%
0.21%
0.35%
0.11%
0.25%
0.27%
0.32%
0.28%
0.20%
0.14%

0.06%

0.11%

Crashes are independent from
app loads, affect all devices!

5.00%

4.00%

3.00%

2.00%

0.52%

0.66%

1.00%

0.28%
0.26%
0.35%
0.24%

0.23%

0.00%
0.59%

-

1,000

R² = 0.01284
2,000

3,000

0.73%
-1.00%

Crash rates do not correlate
with app loads (R2 =0.01) !

4,000
Distribution for app loads / crash rates!
Probability distribution (fitted)!
Probability Distribution (30 day sample for top 100 devices, 10B+ app loads)!

•  More than 50% of Samsung
devices have an average crash
rate of greater than 0.25%!

Lowest

Highest

Mean

0.05%

4.74%

0.38%

Median Std. Dev.
0.28%

0.58%

0.00% 0.50% 1.00% 1.50% 2.00% 2.50% 3.00% 3.50% 4.00% 4.50% 5.00% 5.50%

•  10 of the top 100 devices
account over 60% of total usage,
suggesting a Pareto distribution !
Agenda!
Background!
Data Analysis!
Next Steps ß!
Samsung Android Crash & Performance Analysis

Weitere ähnliche Inhalte

Ähnlich wie Samsung Android Crash & Performance Analysis

Web Anywhere: Mobile Optimisation With HTML5, CSS3, JavaScript
Web Anywhere: Mobile Optimisation With HTML5, CSS3, JavaScriptWeb Anywhere: Mobile Optimisation With HTML5, CSS3, JavaScript
Web Anywhere: Mobile Optimisation With HTML5, CSS3, JavaScriptbrucelawson
 
3-Axis & 6-Axis eCompass Comparison Technology and Cost Review 2015 teardown ...
3-Axis & 6-Axis eCompass ComparisonTechnology and Cost Review 2015 teardown ...3-Axis & 6-Axis eCompass ComparisonTechnology and Cost Review 2015 teardown ...
3-Axis & 6-Axis eCompass Comparison Technology and Cost Review 2015 teardown ...Yole Developpement
 
Software Defined Networks
Software Defined NetworksSoftware Defined Networks
Software Defined NetworksCisco Canada
 
AWSでの機械学習におけるデータレイク・GPU実行環境
AWSでの機械学習におけるデータレイク・GPU実行環境AWSでの機械学習におけるデータレイク・GPU実行環境
AWSでの機械学習におけるデータレイク・GPU実行環境Yasuhiro Matsuo
 
LG LA080WV3 –8-inch Display with Touch Panel for Car Navigation 2017 teardown...
LG LA080WV3 –8-inch Display with Touch Panel for Car Navigation 2017 teardown...LG LA080WV3 –8-inch Display with Touch Panel for Car Navigation 2017 teardown...
LG LA080WV3 –8-inch Display with Touch Panel for Car Navigation 2017 teardown...Yole Developpement
 
[Invbots' Insight] Investment Strategy - Apple Inc./iPhone 8
[Invbots' Insight] Investment Strategy - Apple Inc./iPhone 8[Invbots' Insight] Investment Strategy - Apple Inc./iPhone 8
[Invbots' Insight] Investment Strategy - Apple Inc./iPhone 8Invbots Limited
 
As400 load all subfile
As400   load all subfileAs400   load all subfile
As400 load all subfileaminem_mp
 
wuqiSpank.org -- The First "Table Centric" Approach to Solving SQL Performan...
wuqiSpank.org --  The First "Table Centric" Approach to Solving SQL Performan...wuqiSpank.org --  The First "Table Centric" Approach to Solving SQL Performan...
wuqiSpank.org -- The First "Table Centric" Approach to Solving SQL Performan...Erik Ostermueller
 
Overcoming Obstacles in Bringing Android Automotive Infotainment Systems to M...
Overcoming Obstacles in Bringing Android Automotive Infotainment Systems to M...Overcoming Obstacles in Bringing Android Automotive Infotainment Systems to M...
Overcoming Obstacles in Bringing Android Automotive Infotainment Systems to M...Tero Aaltonen
 
qwertyyuuiioiopppdffghhjklñ´ñ´´ghjklljuuii
qwertyyuuiioiopppdffghhjklñ´ñ´´ghjklljuuiiqwertyyuuiioiopppdffghhjklñ´ñ´´ghjklljuuii
qwertyyuuiioiopppdffghhjklñ´ñ´´ghjklljuuiiJackieVasquezraymund1
 

Ähnlich wie Samsung Android Crash & Performance Analysis (14)

Web Anywhere: Mobile Optimisation With HTML5, CSS3, JavaScript
Web Anywhere: Mobile Optimisation With HTML5, CSS3, JavaScriptWeb Anywhere: Mobile Optimisation With HTML5, CSS3, JavaScript
Web Anywhere: Mobile Optimisation With HTML5, CSS3, JavaScript
 
3-Axis & 6-Axis eCompass Comparison Technology and Cost Review 2015 teardown ...
3-Axis & 6-Axis eCompass ComparisonTechnology and Cost Review 2015 teardown ...3-Axis & 6-Axis eCompass ComparisonTechnology and Cost Review 2015 teardown ...
3-Axis & 6-Axis eCompass Comparison Technology and Cost Review 2015 teardown ...
 
Bartoz Goralewicz - Advanced Search Summit Napa 2019
Bartoz Goralewicz - Advanced Search Summit Napa 2019Bartoz Goralewicz - Advanced Search Summit Napa 2019
Bartoz Goralewicz - Advanced Search Summit Napa 2019
 
Margins
MarginsMargins
Margins
 
Afgddx
AfgddxAfgddx
Afgddx
 
Software Defined Networks
Software Defined NetworksSoftware Defined Networks
Software Defined Networks
 
AWSでの機械学習におけるデータレイク・GPU実行環境
AWSでの機械学習におけるデータレイク・GPU実行環境AWSでの機械学習におけるデータレイク・GPU実行環境
AWSでの機械学習におけるデータレイク・GPU実行環境
 
LG LA080WV3 –8-inch Display with Touch Panel for Car Navigation 2017 teardown...
LG LA080WV3 –8-inch Display with Touch Panel for Car Navigation 2017 teardown...LG LA080WV3 –8-inch Display with Touch Panel for Car Navigation 2017 teardown...
LG LA080WV3 –8-inch Display with Touch Panel for Car Navigation 2017 teardown...
 
[Invbots' Insight] Investment Strategy - Apple Inc./iPhone 8
[Invbots' Insight] Investment Strategy - Apple Inc./iPhone 8[Invbots' Insight] Investment Strategy - Apple Inc./iPhone 8
[Invbots' Insight] Investment Strategy - Apple Inc./iPhone 8
 
As400 load all subfile
As400   load all subfileAs400   load all subfile
As400 load all subfile
 
wuqiSpank.org -- The First "Table Centric" Approach to Solving SQL Performan...
wuqiSpank.org --  The First "Table Centric" Approach to Solving SQL Performan...wuqiSpank.org --  The First "Table Centric" Approach to Solving SQL Performan...
wuqiSpank.org -- The First "Table Centric" Approach to Solving SQL Performan...
 
Overcoming Obstacles in Bringing Android Automotive Infotainment Systems to M...
Overcoming Obstacles in Bringing Android Automotive Infotainment Systems to M...Overcoming Obstacles in Bringing Android Automotive Infotainment Systems to M...
Overcoming Obstacles in Bringing Android Automotive Infotainment Systems to M...
 
pak suzuki report
pak suzuki reportpak suzuki report
pak suzuki report
 
qwertyyuuiioiopppdffghhjklñ´ñ´´ghjklljuuii
qwertyyuuiioiopppdffghhjklñ´ñ´´ghjklljuuiiqwertyyuuiioiopppdffghhjklñ´ñ´´ghjklljuuii
qwertyyuuiioiopppdffghhjklñ´ñ´´ghjklljuuii
 

Mehr von Apteligent

Mobile App User Experience Myths, Debunked
Mobile App User Experience Myths, DebunkedMobile App User Experience Myths, Debunked
Mobile App User Experience Myths, DebunkedApteligent
 
Harnessing Data to Reduce User Churn
Harnessing Data to Reduce User ChurnHarnessing Data to Reduce User Churn
Harnessing Data to Reduce User ChurnApteligent
 
Apteligent - Choosing the Right SDKs to Optimize App Performance
Apteligent - Choosing the Right SDKs to Optimize App PerformanceApteligent - Choosing the Right SDKs to Optimize App Performance
Apteligent - Choosing the Right SDKs to Optimize App PerformanceApteligent
 
Apteligent Data Report Google IO Edition
Apteligent Data Report Google IO EditionApteligent Data Report Google IO Edition
Apteligent Data Report Google IO EditionApteligent
 
Apteligent Data Report iOS 9.3 Edition
Apteligent Data Report iOS 9.3 EditionApteligent Data Report iOS 9.3 Edition
Apteligent Data Report iOS 9.3 EditionApteligent
 
7 Tips for Optimizing Mobile App Metrics
7 Tips for Optimizing Mobile App Metrics7 Tips for Optimizing Mobile App Metrics
7 Tips for Optimizing Mobile App MetricsApteligent
 
50 Beautifully Designed Apple Watch Apps
50 Beautifully Designed Apple Watch Apps50 Beautifully Designed Apple Watch Apps
50 Beautifully Designed Apple Watch AppsApteligent
 
State of Mobile Benchmark Report - MWC 2015 Edition
State of Mobile Benchmark Report -  MWC 2015 EditionState of Mobile Benchmark Report -  MWC 2015 Edition
State of Mobile Benchmark Report - MWC 2015 EditionApteligent
 
Accenture Digital: iOS 8 What You Need to Know
Accenture Digital: iOS 8 What You Need to KnowAccenture Digital: iOS 8 What You Need to Know
Accenture Digital: iOS 8 What You Need to KnowApteligent
 
Apple Edition: iOS Mobile Experience Report
Apple Edition: iOS Mobile Experience ReportApple Edition: iOS Mobile Experience Report
Apple Edition: iOS Mobile Experience ReportApteligent
 
50 Connected Devices - How Mobile and the Internet of Things Will Affect You
50 Connected Devices - How Mobile and the Internet of Things Will Affect You50 Connected Devices - How Mobile and the Internet of Things Will Affect You
50 Connected Devices - How Mobile and the Internet of Things Will Affect YouApteligent
 
testCloud & Crittercism: How to Continuously Ensure Mobile App Quality
testCloud & Crittercism: How to Continuously Ensure Mobile App QualitytestCloud & Crittercism: How to Continuously Ensure Mobile App Quality
testCloud & Crittercism: How to Continuously Ensure Mobile App QualityApteligent
 
WEBINAR: HOW URBAN OUTFITTERS MADE A 7X IMPROVEMENT IN THEIR MOBILE APP PERFO...
WEBINAR: HOW URBAN OUTFITTERS MADE A 7X IMPROVEMENT IN THEIR MOBILE APP PERFO...WEBINAR: HOW URBAN OUTFITTERS MADE A 7X IMPROVEMENT IN THEIR MOBILE APP PERFO...
WEBINAR: HOW URBAN OUTFITTERS MADE A 7X IMPROVEMENT IN THEIR MOBILE APP PERFO...Apteligent
 
Getting to Mobile First: 5 Numbers to Consider!
Getting to Mobile First: 5 Numbers to Consider!Getting to Mobile First: 5 Numbers to Consider!
Getting to Mobile First: 5 Numbers to Consider!Apteligent
 
Crittercism Droidcon Berlin 2012
Crittercism Droidcon Berlin 2012Crittercism Droidcon Berlin 2012
Crittercism Droidcon Berlin 2012Apteligent
 

Mehr von Apteligent (16)

Mobile App User Experience Myths, Debunked
Mobile App User Experience Myths, DebunkedMobile App User Experience Myths, Debunked
Mobile App User Experience Myths, Debunked
 
Harnessing Data to Reduce User Churn
Harnessing Data to Reduce User ChurnHarnessing Data to Reduce User Churn
Harnessing Data to Reduce User Churn
 
Apteligent - Choosing the Right SDKs to Optimize App Performance
Apteligent - Choosing the Right SDKs to Optimize App PerformanceApteligent - Choosing the Right SDKs to Optimize App Performance
Apteligent - Choosing the Right SDKs to Optimize App Performance
 
Apteligent Data Report Google IO Edition
Apteligent Data Report Google IO EditionApteligent Data Report Google IO Edition
Apteligent Data Report Google IO Edition
 
Apteligent Data Report iOS 9.3 Edition
Apteligent Data Report iOS 9.3 EditionApteligent Data Report iOS 9.3 Edition
Apteligent Data Report iOS 9.3 Edition
 
7 Tips for Optimizing Mobile App Metrics
7 Tips for Optimizing Mobile App Metrics7 Tips for Optimizing Mobile App Metrics
7 Tips for Optimizing Mobile App Metrics
 
50 Beautifully Designed Apple Watch Apps
50 Beautifully Designed Apple Watch Apps50 Beautifully Designed Apple Watch Apps
50 Beautifully Designed Apple Watch Apps
 
State of Mobile Benchmark Report - MWC 2015 Edition
State of Mobile Benchmark Report -  MWC 2015 EditionState of Mobile Benchmark Report -  MWC 2015 Edition
State of Mobile Benchmark Report - MWC 2015 Edition
 
Accenture Digital: iOS 8 What You Need to Know
Accenture Digital: iOS 8 What You Need to KnowAccenture Digital: iOS 8 What You Need to Know
Accenture Digital: iOS 8 What You Need to Know
 
Apple Edition: iOS Mobile Experience Report
Apple Edition: iOS Mobile Experience ReportApple Edition: iOS Mobile Experience Report
Apple Edition: iOS Mobile Experience Report
 
50 Connected Devices - How Mobile and the Internet of Things Will Affect You
50 Connected Devices - How Mobile and the Internet of Things Will Affect You50 Connected Devices - How Mobile and the Internet of Things Will Affect You
50 Connected Devices - How Mobile and the Internet of Things Will Affect You
 
Mobile DevOps
Mobile DevOpsMobile DevOps
Mobile DevOps
 
testCloud & Crittercism: How to Continuously Ensure Mobile App Quality
testCloud & Crittercism: How to Continuously Ensure Mobile App QualitytestCloud & Crittercism: How to Continuously Ensure Mobile App Quality
testCloud & Crittercism: How to Continuously Ensure Mobile App Quality
 
WEBINAR: HOW URBAN OUTFITTERS MADE A 7X IMPROVEMENT IN THEIR MOBILE APP PERFO...
WEBINAR: HOW URBAN OUTFITTERS MADE A 7X IMPROVEMENT IN THEIR MOBILE APP PERFO...WEBINAR: HOW URBAN OUTFITTERS MADE A 7X IMPROVEMENT IN THEIR MOBILE APP PERFO...
WEBINAR: HOW URBAN OUTFITTERS MADE A 7X IMPROVEMENT IN THEIR MOBILE APP PERFO...
 
Getting to Mobile First: 5 Numbers to Consider!
Getting to Mobile First: 5 Numbers to Consider!Getting to Mobile First: 5 Numbers to Consider!
Getting to Mobile First: 5 Numbers to Consider!
 
Crittercism Droidcon Berlin 2012
Crittercism Droidcon Berlin 2012Crittercism Droidcon Berlin 2012
Crittercism Droidcon Berlin 2012
 

Kürzlich hochgeladen

Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessPixlogix Infotech
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 

Kürzlich hochgeladen (20)

Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your Business
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 

Samsung Android Crash & Performance Analysis