Enviar pesquisa
Carregar
Predictive Analytics Big Data Challenge
•
2 gostaram
•
1,135 visualizações
Título melhorado com IA
Dr. Haxel Consult
Seguir
Software
Tecnologia
Denunciar
Compartilhar
Denunciar
Compartilhar
1 de 18
Baixar agora
Baixar para ler offline
Recomendados
#askSAP Analytics Innovations Community Call: SAP Predictive Analytics
#askSAP Analytics Innovations Community Call: SAP Predictive Analytics
SAP Analytics
The SAP Hana Cloud platform
The SAP Hana Cloud platform
Ian Grant-Smith
Research On Hybrid Mobile Platforms for HANA Applications
Research On Hybrid Mobile Platforms for HANA Applications
madhav_2k
SAP Analytics Overview and Strategy
SAP Analytics Overview and Strategy
Guenter Plahl
How cloud and in memory computing revolutionised enterprise development - Ste...
How cloud and in memory computing revolutionised enterprise development - Ste...
jaxconf
W8/WP8 App Dev for SAP, Part 4: SAP Mobile Platform Roadmap
W8/WP8 App Dev for SAP, Part 4: SAP Mobile Platform Roadmap
SAP PartnerEdge program for Application Development
Security asap
Security asap
morisson
White papersap sollandscape
White papersap sollandscape
Giuseppe Caselli
Recomendados
#askSAP Analytics Innovations Community Call: SAP Predictive Analytics
#askSAP Analytics Innovations Community Call: SAP Predictive Analytics
SAP Analytics
The SAP Hana Cloud platform
The SAP Hana Cloud platform
Ian Grant-Smith
Research On Hybrid Mobile Platforms for HANA Applications
Research On Hybrid Mobile Platforms for HANA Applications
madhav_2k
SAP Analytics Overview and Strategy
SAP Analytics Overview and Strategy
Guenter Plahl
How cloud and in memory computing revolutionised enterprise development - Ste...
How cloud and in memory computing revolutionised enterprise development - Ste...
jaxconf
W8/WP8 App Dev for SAP, Part 4: SAP Mobile Platform Roadmap
W8/WP8 App Dev for SAP, Part 4: SAP Mobile Platform Roadmap
SAP PartnerEdge program for Application Development
Security asap
Security asap
morisson
White papersap sollandscape
White papersap sollandscape
Giuseppe Caselli
The Cloud Platform Play
The Cloud Platform Play
Matthias Steiner
The dark side of IoT
The dark side of IoT
Matthias Steiner
Building Next Generation Cybersecurity with Today's Machine Learning Solutions
Building Next Generation Cybersecurity with Today's Machine Learning Solutions
Amazon Web Services
SAP HANA Cloud Platform - The big picture
SAP HANA Cloud Platform - The big picture
Matthias Steiner
The role of ICT in the health system. Lasso Technologies at the 2nd Paraclete...
The role of ICT in the health system. Lasso Technologies at the 2nd Paraclete...
Emmanuel Mosoti Machani
Sap story Overview 2019
Sap story Overview 2019
Ahmed Negm
LSA++ english version
LSA++ english version
Mauricio Cubillos Ocampo
LSA++ y BW on HANA
LSA++ y BW on HANA
Mauricio Cubillos Ocampo
Focused Insights Overview
Focused Insights Overview
⌘ Xavier Dupeyrat
SplunkLive! Warsaw 2016 - Machine Learning
SplunkLive! Warsaw 2016 - Machine Learning
Splunk
Smau Roma 2010 Massimo Sala
Smau Roma 2010 Massimo Sala
SMAU
SAP Banking Loan Management- FS 210
SAP Banking Loan Management- FS 210
Jeetendra Tyagi
SplunkLive! Paris 2018: Legacy SIEM to Splunk
SplunkLive! Paris 2018: Legacy SIEM to Splunk
Splunk
Cloud Computing at SAP
Cloud Computing at SAP
Frank Stienhans
SAP NetWeaver Neo*: Community-Driven Development
SAP NetWeaver Neo*: Community-Driven Development
Matthias Steiner
2011 BtoB Magazine Net Marketer Seminar "Digital branded experiences"
2011 BtoB Magazine Net Marketer Seminar "Digital branded experiences"
Kevin Cox
2011 BtoB Magazine Net Marketer Seminar "Marketing innovation"
2011 BtoB Magazine Net Marketer Seminar "Marketing innovation"
Kevin Cox
II-SDV 2014 Standing on the Shoulders of Giants: New strategies to involve mo...
II-SDV 2014 Standing on the Shoulders of Giants: New strategies to involve mo...
Dr. Haxel Consult
Brandan elsnerres127
Brandan elsnerres127
Brandan Elsner
II-SDV 2014 Recommender Systems for Analysis Applications (Roger Bradford - A...
II-SDV 2014 Recommender Systems for Analysis Applications (Roger Bradford - A...
Dr. Haxel Consult
Linking Open, Big Data Using Semantic Web Technologies - An Introduction
Linking Open, Big Data Using Semantic Web Technologies - An Introduction
Ronald Ashri
Fast Track Your IoT Development
Fast Track Your IoT Development
Salesforce Developers
Mais conteúdo relacionado
Mais procurados
The Cloud Platform Play
The Cloud Platform Play
Matthias Steiner
The dark side of IoT
The dark side of IoT
Matthias Steiner
Building Next Generation Cybersecurity with Today's Machine Learning Solutions
Building Next Generation Cybersecurity with Today's Machine Learning Solutions
Amazon Web Services
SAP HANA Cloud Platform - The big picture
SAP HANA Cloud Platform - The big picture
Matthias Steiner
The role of ICT in the health system. Lasso Technologies at the 2nd Paraclete...
The role of ICT in the health system. Lasso Technologies at the 2nd Paraclete...
Emmanuel Mosoti Machani
Sap story Overview 2019
Sap story Overview 2019
Ahmed Negm
LSA++ english version
LSA++ english version
Mauricio Cubillos Ocampo
LSA++ y BW on HANA
LSA++ y BW on HANA
Mauricio Cubillos Ocampo
Focused Insights Overview
Focused Insights Overview
⌘ Xavier Dupeyrat
SplunkLive! Warsaw 2016 - Machine Learning
SplunkLive! Warsaw 2016 - Machine Learning
Splunk
Smau Roma 2010 Massimo Sala
Smau Roma 2010 Massimo Sala
SMAU
SAP Banking Loan Management- FS 210
SAP Banking Loan Management- FS 210
Jeetendra Tyagi
SplunkLive! Paris 2018: Legacy SIEM to Splunk
SplunkLive! Paris 2018: Legacy SIEM to Splunk
Splunk
Cloud Computing at SAP
Cloud Computing at SAP
Frank Stienhans
SAP NetWeaver Neo*: Community-Driven Development
SAP NetWeaver Neo*: Community-Driven Development
Matthias Steiner
2011 BtoB Magazine Net Marketer Seminar "Digital branded experiences"
2011 BtoB Magazine Net Marketer Seminar "Digital branded experiences"
Kevin Cox
2011 BtoB Magazine Net Marketer Seminar "Marketing innovation"
2011 BtoB Magazine Net Marketer Seminar "Marketing innovation"
Kevin Cox
Mais procurados
(17)
The Cloud Platform Play
The Cloud Platform Play
The dark side of IoT
The dark side of IoT
Building Next Generation Cybersecurity with Today's Machine Learning Solutions
Building Next Generation Cybersecurity with Today's Machine Learning Solutions
SAP HANA Cloud Platform - The big picture
SAP HANA Cloud Platform - The big picture
The role of ICT in the health system. Lasso Technologies at the 2nd Paraclete...
The role of ICT in the health system. Lasso Technologies at the 2nd Paraclete...
Sap story Overview 2019
Sap story Overview 2019
LSA++ english version
LSA++ english version
LSA++ y BW on HANA
LSA++ y BW on HANA
Focused Insights Overview
Focused Insights Overview
SplunkLive! Warsaw 2016 - Machine Learning
SplunkLive! Warsaw 2016 - Machine Learning
Smau Roma 2010 Massimo Sala
Smau Roma 2010 Massimo Sala
SAP Banking Loan Management- FS 210
SAP Banking Loan Management- FS 210
SplunkLive! Paris 2018: Legacy SIEM to Splunk
SplunkLive! Paris 2018: Legacy SIEM to Splunk
Cloud Computing at SAP
Cloud Computing at SAP
SAP NetWeaver Neo*: Community-Driven Development
SAP NetWeaver Neo*: Community-Driven Development
2011 BtoB Magazine Net Marketer Seminar "Digital branded experiences"
2011 BtoB Magazine Net Marketer Seminar "Digital branded experiences"
2011 BtoB Magazine Net Marketer Seminar "Marketing innovation"
2011 BtoB Magazine Net Marketer Seminar "Marketing innovation"
Destaque
II-SDV 2014 Standing on the Shoulders of Giants: New strategies to involve mo...
II-SDV 2014 Standing on the Shoulders of Giants: New strategies to involve mo...
Dr. Haxel Consult
Brandan elsnerres127
Brandan elsnerres127
Brandan Elsner
II-SDV 2014 Recommender Systems for Analysis Applications (Roger Bradford - A...
II-SDV 2014 Recommender Systems for Analysis Applications (Roger Bradford - A...
Dr. Haxel Consult
Linking Open, Big Data Using Semantic Web Technologies - An Introduction
Linking Open, Big Data Using Semantic Web Technologies - An Introduction
Ronald Ashri
Fast Track Your IoT Development
Fast Track Your IoT Development
Salesforce Developers
Terbine Pilot Tester Overview
Terbine Pilot Tester Overview
David Knight
IoT and Big Data - Iot Asia 2014
IoT and Big Data - Iot Asia 2014
John Berns
社会におけるIoTとセキュリティ、匿名化技術: 産業IoTのサイバーセキュリティ技術
社会におけるIoTとセキュリティ、匿名化技術: 産業IoTのサイバーセキュリティ技術
ハイシンク創研 / Laboratory of Hi-Think Corporation
Sensing-as-a-Service - An IoT Service Provider's Perspectives
Sensing-as-a-Service - An IoT Service Provider's Perspectives
Dr. Mazlan Abbas
SVD and the Netflix Dataset
SVD and the Netflix Dataset
Ben Mabey
Device to Intelligence, IOT and Big Data in Oracle
Device to Intelligence, IOT and Big Data in Oracle
JunSeok Seo
Integrative Smart City Planning – Energy system modelling for the city of Evora
Integrative Smart City Planning – Energy system modelling for the city of Evora
IEA-ETSAP
2017 Top Issues - Changing Business Models - January 2017
2017 Top Issues - Changing Business Models - January 2017
PwC
Internet of Things and Big Data: Vision and Concrete Use Cases
Internet of Things and Big Data: Vision and Concrete Use Cases
MongoDB
Building Smart Cities Through the Eyes of Citizens
Building Smart Cities Through the Eyes of Citizens
Dr. Mazlan Abbas
Destaque
(15)
II-SDV 2014 Standing on the Shoulders of Giants: New strategies to involve mo...
II-SDV 2014 Standing on the Shoulders of Giants: New strategies to involve mo...
Brandan elsnerres127
Brandan elsnerres127
II-SDV 2014 Recommender Systems for Analysis Applications (Roger Bradford - A...
II-SDV 2014 Recommender Systems for Analysis Applications (Roger Bradford - A...
Linking Open, Big Data Using Semantic Web Technologies - An Introduction
Linking Open, Big Data Using Semantic Web Technologies - An Introduction
Fast Track Your IoT Development
Fast Track Your IoT Development
Terbine Pilot Tester Overview
Terbine Pilot Tester Overview
IoT and Big Data - Iot Asia 2014
IoT and Big Data - Iot Asia 2014
社会におけるIoTとセキュリティ、匿名化技術: 産業IoTのサイバーセキュリティ技術
社会におけるIoTとセキュリティ、匿名化技術: 産業IoTのサイバーセキュリティ技術
Sensing-as-a-Service - An IoT Service Provider's Perspectives
Sensing-as-a-Service - An IoT Service Provider's Perspectives
SVD and the Netflix Dataset
SVD and the Netflix Dataset
Device to Intelligence, IOT and Big Data in Oracle
Device to Intelligence, IOT and Big Data in Oracle
Integrative Smart City Planning – Energy system modelling for the city of Evora
Integrative Smart City Planning – Energy system modelling for the city of Evora
2017 Top Issues - Changing Business Models - January 2017
2017 Top Issues - Changing Business Models - January 2017
Internet of Things and Big Data: Vision and Concrete Use Cases
Internet of Things and Big Data: Vision and Concrete Use Cases
Building Smart Cities Through the Eyes of Citizens
Building Smart Cities Through the Eyes of Citizens
Semelhante a Predictive Analytics Big Data Challenge
Apresentação do INBRASC - Ariba e Fortlev explicam Ariba Total User Experienc...
Apresentação do INBRASC - Ariba e Fortlev explicam Ariba Total User Experienc...
Sean Thomson
The Power of Collective Insight with SAP BI
The Power of Collective Insight with SAP BI
Waldemar Adams
SAP’s vision and strategy on BI & BIG (and small) data
SAP’s vision and strategy on BI & BIG (and small) data
Waldemar Adams
In-Memory Database Platform for Big Data
In-Memory Database Platform for Big Data
SAP Technology
HANA SPS07 River
HANA SPS07 River
SAP Technology
Autodesk Technical Webinar: SAP Mobile Platform
Autodesk Technical Webinar: SAP Mobile Platform
SAP PartnerEdge program for Application Development
Microsoft Technical Webinar: SAP Mobile Platform for Windows 8 and Windows Ph...
Microsoft Technical Webinar: SAP Mobile Platform for Windows 8 and Windows Ph...
SAP PartnerEdge program for Application Development
Innovate and Extend with an Agile Digital Enterprise Platform
Innovate and Extend with an Agile Digital Enterprise Platform
Vladimir Pavlov
sitNL 2015 algorithm programming made easy (Marcel de Bruin, Sander de Wildt)
sitNL 2015 algorithm programming made easy (Marcel de Bruin, Sander de Wildt)
Twan van den Broek
Interactive SAP Big Data Overview
Interactive SAP Big Data Overview
Atul Patel
SUSE Technical Webinar: Developing Fiori & GWPAM Apps on HANA (SAP and SUSE C...
SUSE Technical Webinar: Developing Fiori & GWPAM Apps on HANA (SAP and SUSE C...
SAP PartnerEdge program for Application Development
Sales, Marketing and Artificial intelligence: Science Fiction or Reality?
Sales, Marketing and Artificial intelligence: Science Fiction or Reality?
SAP Customer Experience
Run Better Feb 23 2011
Run Better Feb 23 2011
Sherryanne Meyer, SHRM-SCP
#AskSAP Analytics Innovations Community Call: SAP Analytics Fall 2018 Innovat...
#AskSAP Analytics Innovations Community Call: SAP Analytics Fall 2018 Innovat...
SAP Analytics
Slide share
Slide share
Armstrong Kwakye
SUSE Technical Webinar: Introduction to Business Intelligence - the SAP and S...
SUSE Technical Webinar: Introduction to Business Intelligence - the SAP and S...
SAP PartnerEdge program for Application Development
VNSG Congress 2014 SAP BIGdata Analytics vision & strategy
VNSG Congress 2014 SAP BIGdata Analytics vision & strategy
Waldemar Adams
Slides for video SAP Cloud Strategy
Slides for video SAP Cloud Strategy
Sven Denecken
SAP Mobile Platform - Product and Roadmap
SAP Mobile Platform - Product and Roadmap
SAP PartnerEdge program for Application Development
HANA SPS07 Smart Data Access
HANA SPS07 Smart Data Access
SAP Technology
Semelhante a Predictive Analytics Big Data Challenge
(20)
Apresentação do INBRASC - Ariba e Fortlev explicam Ariba Total User Experienc...
Apresentação do INBRASC - Ariba e Fortlev explicam Ariba Total User Experienc...
The Power of Collective Insight with SAP BI
The Power of Collective Insight with SAP BI
SAP’s vision and strategy on BI & BIG (and small) data
SAP’s vision and strategy on BI & BIG (and small) data
In-Memory Database Platform for Big Data
In-Memory Database Platform for Big Data
HANA SPS07 River
HANA SPS07 River
Autodesk Technical Webinar: SAP Mobile Platform
Autodesk Technical Webinar: SAP Mobile Platform
Microsoft Technical Webinar: SAP Mobile Platform for Windows 8 and Windows Ph...
Microsoft Technical Webinar: SAP Mobile Platform for Windows 8 and Windows Ph...
Innovate and Extend with an Agile Digital Enterprise Platform
Innovate and Extend with an Agile Digital Enterprise Platform
sitNL 2015 algorithm programming made easy (Marcel de Bruin, Sander de Wildt)
sitNL 2015 algorithm programming made easy (Marcel de Bruin, Sander de Wildt)
Interactive SAP Big Data Overview
Interactive SAP Big Data Overview
SUSE Technical Webinar: Developing Fiori & GWPAM Apps on HANA (SAP and SUSE C...
SUSE Technical Webinar: Developing Fiori & GWPAM Apps on HANA (SAP and SUSE C...
Sales, Marketing and Artificial intelligence: Science Fiction or Reality?
Sales, Marketing and Artificial intelligence: Science Fiction or Reality?
Run Better Feb 23 2011
Run Better Feb 23 2011
#AskSAP Analytics Innovations Community Call: SAP Analytics Fall 2018 Innovat...
#AskSAP Analytics Innovations Community Call: SAP Analytics Fall 2018 Innovat...
Slide share
Slide share
SUSE Technical Webinar: Introduction to Business Intelligence - the SAP and S...
SUSE Technical Webinar: Introduction to Business Intelligence - the SAP and S...
VNSG Congress 2014 SAP BIGdata Analytics vision & strategy
VNSG Congress 2014 SAP BIGdata Analytics vision & strategy
Slides for video SAP Cloud Strategy
Slides for video SAP Cloud Strategy
SAP Mobile Platform - Product and Roadmap
SAP Mobile Platform - Product and Roadmap
HANA SPS07 Smart Data Access
HANA SPS07 Smart Data Access
Mais de Dr. Haxel Consult
AI-SDV 2022: Henry Chang Patent Intelligence and Engineering Management
AI-SDV 2022: Henry Chang Patent Intelligence and Engineering Management
Dr. Haxel Consult
AI-SDV 2022: Creation and updating of large Knowledge Graphs through NLP Anal...
AI-SDV 2022: Creation and updating of large Knowledge Graphs through NLP Anal...
Dr. Haxel Consult
AI-SDV 2022: The race to net zero: Tracking the green industrial revolution t...
AI-SDV 2022: The race to net zero: Tracking the green industrial revolution t...
Dr. Haxel Consult
AI-SDV 2022: Accommodating the Deep Learning Revolution by a Development Proc...
AI-SDV 2022: Accommodating the Deep Learning Revolution by a Development Proc...
Dr. Haxel Consult
AI-SDV 2022: Domain Knowledge makes Artificial Intelligence Smart Linda Ander...
AI-SDV 2022: Domain Knowledge makes Artificial Intelligence Smart Linda Ander...
Dr. Haxel Consult
AI-SDV 2022: Embedding-based Search Vs. Relevancy Search: comparing the new w...
AI-SDV 2022: Embedding-based Search Vs. Relevancy Search: comparing the new w...
Dr. Haxel Consult
AI-SDV 2022: Rolling out web crawling at Boehringer Ingelheim - 10 years of e...
AI-SDV 2022: Rolling out web crawling at Boehringer Ingelheim - 10 years of e...
Dr. Haxel Consult
AI-SDV 2022: Machine learning based patent categorization: A success story in...
AI-SDV 2022: Machine learning based patent categorization: A success story in...
Dr. Haxel Consult
AI-SDV 2022: Machine learning based patent categorization: A success story in...
AI-SDV 2022: Machine learning based patent categorization: A success story in...
Dr. Haxel Consult
AI-SDV 2022: Finding the WHAT – Will AI help? Nils Newman (Search Technology,...
AI-SDV 2022: Finding the WHAT – Will AI help? Nils Newman (Search Technology,...
Dr. Haxel Consult
AI-SDV 2022: New Insights from Trademarks with Natural Language Processing Al...
AI-SDV 2022: New Insights from Trademarks with Natural Language Processing Al...
Dr. Haxel Consult
AI-SDV 2022: Extracting information from tables in documents Holger Keibel (K...
AI-SDV 2022: Extracting information from tables in documents Holger Keibel (K...
Dr. Haxel Consult
AI-SDV 2022: Scientific publishing in the age of data mining and artificial i...
AI-SDV 2022: Scientific publishing in the age of data mining and artificial i...
Dr. Haxel Consult
AI-SDV 2022: AI developments and usability Linus Wretblad (IPscreener / Uppdr...
AI-SDV 2022: AI developments and usability Linus Wretblad (IPscreener / Uppdr...
Dr. Haxel Consult
AI-SDV 2022: Where’s the one about…? Looney Tunes® Revisited Jay Ven Eman (CE...
AI-SDV 2022: Where’s the one about…? Looney Tunes® Revisited Jay Ven Eman (CE...
Dr. Haxel Consult
AI-SDV 2022: Copyright Clearance Center
AI-SDV 2022: Copyright Clearance Center
Dr. Haxel Consult
AI-SDV 2022: Lighthouse IP
AI-SDV 2022: Lighthouse IP
Dr. Haxel Consult
AI-SDV 2022: New Product Introductions: CENTREDOC
AI-SDV 2022: New Product Introductions: CENTREDOC
Dr. Haxel Consult
AI-SDV 2022: Possibilities and limitations of AI-boosted multi-categorization...
AI-SDV 2022: Possibilities and limitations of AI-boosted multi-categorization...
Dr. Haxel Consult
AI-SDV 2022: Big data analytics platform at Bayer – Turning bits into insight...
AI-SDV 2022: Big data analytics platform at Bayer – Turning bits into insight...
Dr. Haxel Consult
Mais de Dr. Haxel Consult
(20)
AI-SDV 2022: Henry Chang Patent Intelligence and Engineering Management
AI-SDV 2022: Henry Chang Patent Intelligence and Engineering Management
AI-SDV 2022: Creation and updating of large Knowledge Graphs through NLP Anal...
AI-SDV 2022: Creation and updating of large Knowledge Graphs through NLP Anal...
AI-SDV 2022: The race to net zero: Tracking the green industrial revolution t...
AI-SDV 2022: The race to net zero: Tracking the green industrial revolution t...
AI-SDV 2022: Accommodating the Deep Learning Revolution by a Development Proc...
AI-SDV 2022: Accommodating the Deep Learning Revolution by a Development Proc...
AI-SDV 2022: Domain Knowledge makes Artificial Intelligence Smart Linda Ander...
AI-SDV 2022: Domain Knowledge makes Artificial Intelligence Smart Linda Ander...
AI-SDV 2022: Embedding-based Search Vs. Relevancy Search: comparing the new w...
AI-SDV 2022: Embedding-based Search Vs. Relevancy Search: comparing the new w...
AI-SDV 2022: Rolling out web crawling at Boehringer Ingelheim - 10 years of e...
AI-SDV 2022: Rolling out web crawling at Boehringer Ingelheim - 10 years of e...
AI-SDV 2022: Machine learning based patent categorization: A success story in...
AI-SDV 2022: Machine learning based patent categorization: A success story in...
AI-SDV 2022: Machine learning based patent categorization: A success story in...
AI-SDV 2022: Machine learning based patent categorization: A success story in...
AI-SDV 2022: Finding the WHAT – Will AI help? Nils Newman (Search Technology,...
AI-SDV 2022: Finding the WHAT – Will AI help? Nils Newman (Search Technology,...
AI-SDV 2022: New Insights from Trademarks with Natural Language Processing Al...
AI-SDV 2022: New Insights from Trademarks with Natural Language Processing Al...
AI-SDV 2022: Extracting information from tables in documents Holger Keibel (K...
AI-SDV 2022: Extracting information from tables in documents Holger Keibel (K...
AI-SDV 2022: Scientific publishing in the age of data mining and artificial i...
AI-SDV 2022: Scientific publishing in the age of data mining and artificial i...
AI-SDV 2022: AI developments and usability Linus Wretblad (IPscreener / Uppdr...
AI-SDV 2022: AI developments and usability Linus Wretblad (IPscreener / Uppdr...
AI-SDV 2022: Where’s the one about…? Looney Tunes® Revisited Jay Ven Eman (CE...
AI-SDV 2022: Where’s the one about…? Looney Tunes® Revisited Jay Ven Eman (CE...
AI-SDV 2022: Copyright Clearance Center
AI-SDV 2022: Copyright Clearance Center
AI-SDV 2022: Lighthouse IP
AI-SDV 2022: Lighthouse IP
AI-SDV 2022: New Product Introductions: CENTREDOC
AI-SDV 2022: New Product Introductions: CENTREDOC
AI-SDV 2022: Possibilities and limitations of AI-boosted multi-categorization...
AI-SDV 2022: Possibilities and limitations of AI-boosted multi-categorization...
AI-SDV 2022: Big data analytics platform at Bayer – Turning bits into insight...
AI-SDV 2022: Big data analytics platform at Bayer – Turning bits into insight...
Último
Alfresco TTL#157 - Troubleshooting Made Easy: Deciphering Alfresco mTLS Confi...
Alfresco TTL#157 - Troubleshooting Made Easy: Deciphering Alfresco mTLS Confi...
Angel Borroy López
Odoo 14 - eLearning Module In Odoo 14 Enterprise
Odoo 14 - eLearning Module In Odoo 14 Enterprise
preethippts
EY_Graph Database Powered Sustainability
EY_Graph Database Powered Sustainability
Neo4j
MYjobs Presentation Django-based project
MYjobs Presentation Django-based project
AnoyGreter
A healthy diet for your Java application Devoxx France.pdf
A healthy diet for your Java application Devoxx France.pdf
Marharyta Nedzelska
Global Identity Enrolment and Verification Pro Solution - Cizo Technology Ser...
Global Identity Enrolment and Verification Pro Solution - Cizo Technology Ser...
Cizo Technology Services
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
Ortus Solutions, Corp
Cyber security and its impact on E commerce
Cyber security and its impact on E commerce
manigoyal112
Advantages of Odoo ERP 17 for Your Business
Advantages of Odoo ERP 17 for Your Business
Envertis Software Solutions
How to submit a standout Adobe Champion Application
How to submit a standout Adobe Champion Application
BradBedford3
Balasore Best It Company|| Top 10 IT Company || Balasore Software company Odisha
Balasore Best It Company|| Top 10 IT Company || Balasore Software company Odisha
smiwainfosol
Buds n Tech IT Solutions: Top-Notch Web Services in Noida
Buds n Tech IT Solutions: Top-Notch Web Services in Noida
bntitsolutionsrishis
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio, Inc.
Call Us🔝>༒+91-9711147426⇛Call In girls karol bagh (Delhi)
Call Us🔝>༒+91-9711147426⇛Call In girls karol bagh (Delhi)
jennyeacort
Folding Cheat Sheet #4 - fourth in a series
Folding Cheat Sheet #4 - fourth in a series
Philip Schwarz
Recruitment Management Software Benefits (Infographic)
Recruitment Management Software Benefits (Infographic)
Hr365.us smith
Introduction Computer Science - Software Design.pdf
Introduction Computer Science - Software Design.pdf
FerryKemperman
Intelligent Home Wi-Fi Solutions | ThinkPalm
Intelligent Home Wi-Fi Solutions | ThinkPalm
Sujith Sukumaran
Tech Tuesday - Mastering Time Management Unlock the Power of OnePlan's Timesh...
Tech Tuesday - Mastering Time Management Unlock the Power of OnePlan's Timesh...
OnePlan Solutions
Best Web Development Agency- Idiosys USA.pdf
Best Web Development Agency- Idiosys USA.pdf
IdiosysTechnologies1
Último
(20)
Alfresco TTL#157 - Troubleshooting Made Easy: Deciphering Alfresco mTLS Confi...
Alfresco TTL#157 - Troubleshooting Made Easy: Deciphering Alfresco mTLS Confi...
Odoo 14 - eLearning Module In Odoo 14 Enterprise
Odoo 14 - eLearning Module In Odoo 14 Enterprise
EY_Graph Database Powered Sustainability
EY_Graph Database Powered Sustainability
MYjobs Presentation Django-based project
MYjobs Presentation Django-based project
A healthy diet for your Java application Devoxx France.pdf
A healthy diet for your Java application Devoxx France.pdf
Global Identity Enrolment and Verification Pro Solution - Cizo Technology Ser...
Global Identity Enrolment and Verification Pro Solution - Cizo Technology Ser...
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
Cyber security and its impact on E commerce
Cyber security and its impact on E commerce
Advantages of Odoo ERP 17 for Your Business
Advantages of Odoo ERP 17 for Your Business
How to submit a standout Adobe Champion Application
How to submit a standout Adobe Champion Application
Balasore Best It Company|| Top 10 IT Company || Balasore Software company Odisha
Balasore Best It Company|| Top 10 IT Company || Balasore Software company Odisha
Buds n Tech IT Solutions: Top-Notch Web Services in Noida
Buds n Tech IT Solutions: Top-Notch Web Services in Noida
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Call Us🔝>༒+91-9711147426⇛Call In girls karol bagh (Delhi)
Call Us🔝>༒+91-9711147426⇛Call In girls karol bagh (Delhi)
Folding Cheat Sheet #4 - fourth in a series
Folding Cheat Sheet #4 - fourth in a series
Recruitment Management Software Benefits (Infographic)
Recruitment Management Software Benefits (Infographic)
Introduction Computer Science - Software Design.pdf
Introduction Computer Science - Software Design.pdf
Intelligent Home Wi-Fi Solutions | ThinkPalm
Intelligent Home Wi-Fi Solutions | ThinkPalm
Tech Tuesday - Mastering Time Management Unlock the Power of OnePlan's Timesh...
Tech Tuesday - Mastering Time Management Unlock the Power of OnePlan's Timesh...
Best Web Development Agency- Idiosys USA.pdf
Best Web Development Agency- Idiosys USA.pdf
Predictive Analytics Big Data Challenge
1.
Predictive Analytics and the
Big Data Challenge Andrei Grigoriev, MBA, MSc Sr. Director, Custom Development EMEA SAP Nice, April 2014
2.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 2 What is Predictive Analytics Predictive analytics is about analyzing known facts and making predictions about unknown events. Analyzing – algorithms Known facts – (big) data Unknown events – either in the past or in the future
3.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 3 Arrow of Time Past Cause Future Effect Entropy (randomness) increases Observer Known facts can be both in the past and future
4.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 4 Exabyte Big Data – Will Be Just Data Soon Big Data is about managing and analyzing large volumes of various types of data with great velocity Petabyte Age
5.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 5 Big Data – Are There Limits? In the context of this paper: information about as many relevant events as possible with the highest possible resolution (granularity) I believe there is no theoretical limit, i.e. indefinite data resolution is possible. Will we have enough energy to deal with that – that is not in the context of this paper.
6.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 6 Practical Considerations We only need to predict with a reasonable accuracy – i.e. a good prediction means we always gain something. For example, price of shares. What if everyone is able to predict? Example: two people betting, both predict same results, no gain but commission is paid – resources drained, either betting will stop or hyper inflation will happen. Not sure what effect it will have on the financial system but there are areas where benefits are clear – Life Sciences.
7.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 7 Hardware and Software Innovations • Technology that allows the processing of massive quantities of real-time data in the main memory of the server to provide immediate results from analyses and transactions. HW Technology Innovations Multi-core architecture Massive parallel scaling Cheap, commodity servers Huge data throughput performance Dramatic decline in price/performance Software Technology Innovations Row and column store Compression Partitioning & parallelization No aggregate tables Column = Fast queries 5 – 30x ratio Analyze large data sets Complex computations Parallel processing Flexible modeling No data duplication
8.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 8 Life Sciences – Challenge Creating better drugs and treatment is becoming more of a mathematical and engineering challenge. Next generation sequencing is making genome data commodity but a lot more innovation should happen in algorithms and high performance computing to make the most of that. We need to get results faster but we also need to be able to ask deeper and broader questions, look at many more scenarios before making a decision and analyze data from multiple sources. We need to make it affordable.
9.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 9 Increased Data Value Value of Information DrugPathway A molecular pathway is a signaling cascade in a cell with proteins as key components Compound designed to cure diseases GENOMICS PROTEOMICS METABOLOMICS Today 3500 known diseases caused by DNA changes (expected to be 7000) TRANSCRIPTOMICS
10.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 10 Genome Sequencing Annotation and Analysis Raw DNA Reads Mapped Genome Discovered Variants Follow-up and Validation Patient Samples Sequencing Alignment Variant Calling Sequencing Service/Lab e.g. Biologist Computational Pipeline e.g. Bioinformatician Computational Analysis e.g. Clinicians AND Researchers Sequencing – hours Alignment and variant calling – weeks Find positions of reads within a reference genome Find statistically relevant deviations from reference genome Search for known and unknown patterns within reconstructed genome
11.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 11 Big Data in Life Sciences Research & Development Planning Procure- ment Storage & Delivery Production Quality Assurance Sales & Marketing Analysis of next generation sequencing data Global batch tracebility Real-time complaint and sales reporting Analysis of LIMS and recipe data Predictive analytics High Throughput Screening Analysis of patents and documents Margin Simulation with Raw Material Prices Sales & Operations Planning Drug serialization Real-time Analysis of process engineering data Social Media Analytics Customer Segmen-tation Acceleration Predictive Customer Segmen-tation
12.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. Thank you Contact information: Andrei Grigoriev, MBA, MSc Sr. Director, Custom Development EMEA 1A Waterside CityWest Business Campus Dublin 24 Ireland andrei.grigoriev@sap.com
13.
Backup
14.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 14 Abstract Predictive analytics is about analyzing known facts to make predictions about unknown events. What if we knew absolutely everything that ever happened and every bit of that data was available instantaneously – would that enable us to make more accurate predictions? With examples from Life Sciences and Genes Expressions research this presentation explores the impact of Big Data and In-Memory technologies on analytics and discuses the possibility of a new reality where accurate predictions is an affordable commodity available to everyone – how will that change our world?
15.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 15 Biography Andrei is Senior Director at SAP with expertise in big data, in-memory computing and analytics. He has over 16 years of diverse international career in development, product management and organizational leadership. Andrei frequently speaks at industry events and conferences on big data, business intelligence, analytics. He hosts annual SAP Life Sciences Innovations Forums. He lectured and presented at leading universities in the UK and Ireland. Andrei holds MBA and MSc degrees from University College Dublin.
16.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 16 Disclaimer This presentation outlines our general product direction and should not be relied on in making a purchase decision. This presentation is not subject to your license agreement or any other agreement with SAP. SAP has no obligation to pursue any course of business outlined in this presentation or to develop or release any functionality mentioned in this presentation. This presentation and SAP's strategy and possible future developments are subject to change and may be changed by SAP at any time for any reason without notice. This document is provided without a warranty of any kind, either express or implied, including but not limited to, the implied warranties of merchantability, fitness for a particular purpose, or non-infringement. SAP assumes no responsibility for errors or omissions in this document, except if such damages were caused by SAP intentionally or grossly negligent.
17.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 17 © 2013 SAP AG or an SAP affiliate company. All rights reserved. No part of this publication may be reproduced or transmitted in any form or for any purpose without the express permission of SAP AG. The information contained herein may be changed without prior notice. Some software products marketed by SAP AG and its distributors contain proprietary software components of other software vendors. National product specifications may vary. These materials are provided by SAP AG and its affiliated companies ("SAP Group") for informational purposes only, without representation or warranty of any kind, and SAP Group shall not be liable for errors or omissions with respect to the materials. The only warranties for SAP Group products and services are those that are set forth in the express warranty statements accompanying such products and services, if any. Nothing herein should be construed as constituting an additional warranty. SAP and other SAP products and services mentioned herein as well as their respective logos are trademarks or registered trademarks of SAP AG in Germany and other countries. Please see http://www.sap.com/corporate-en/legal/copyright/index.epx#trademark for additional trademark information and notices.
18.
© 2013 SAP
AG or an SAP affiliate company. All rights reserved. 18 © 2013 SAP AG oder ein SAP-Konzernunternehmen. Alle Rechte vorbehalten. Weitergabe und Vervielfältigung dieser Publikation oder von Teilen daraus sind, zu welchem Zweck und in welcher Form auch immer, ohne die ausdrückliche schriftliche Genehmigung durch SAP AG nicht gestattet. In dieser Publikation enthaltene Informationen können ohne vorherige Ankündigung geändert werden. Einige der von der SAP AG und ihren Distributoren vermarkteten Softwareprodukte enthalten proprietäre Softwarekomponenten anderer Softwareanbieter. Produkte können länderspezifische Unterschiede aufweisen. Die vorliegenden Unterlagen werden von der SAP AG und ihren Konzernunternehmen („SAP-Konzern“) bereitgestellt und dienen ausschließlich zu Informationszwecken. Der SAP-Konzern übernimmt keinerlei Haftung oder Gewährleistung für Fehler oder Unvollständigkeiten in dieser Publikation. Der SAP-Konzern steht lediglich für Produkte und Dienstleistungen nach der Maßgabe ein, die in der Vereinbarung über die jeweiligen Produkte und Dienstleistungen ausdrücklich geregelt ist. Keine der hierin enthaltenen Informationen ist als zusätzliche Garantie zu interpretieren. SAP und andere in diesem Dokument erwähnte Produkte und Dienstleistungen von SAP sowie die dazugehörigen Logos sind Marken oder eingetragene Marken der SAP AG in Deutschland und verschiedenen anderen Ländern weltweit. Weitere Hinweise und Informationen zum Markenrecht finden Sie unter http://www.sap.com/corporate-en/legal/copyright/index.epx#trademark.
Baixar agora