SlideShare a Scribd company logo
1 of 36
Structure representations in public chemistry databases: The challenges of validating the chemical structures for 200 top-selling drugs Antony Williams ACS Denver September 2011
Upfront Acknowledgment - All Authors… ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Internet-Based Chemistry ,[object Object],[object Object],[object Object],[object Object],[object Object]
 
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Stop Whining – Fix it
What needs to happen? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Standards : Structure Standardization
Standards : Structure Standardization
Standards : Structure Standardization
Collaboration
Then this won’t happen…
 
Top 200 Drugs on Wikipedia http://en.wikipedia.org/wiki/List_of_bestselling_drugs
The Project Challenge PART ONE ,[object Object],[object Object],[object Object],[object Object]
The Project Challenge PART TWO ,[object Object],[object Object],[object Object],[object Object]
200 Top-Selling Drugs (2006) ,[object Object],[object Object],[object Object],[object Object],[object Object]
Different Approaches ,[object Object],[object Object],[object Object],[object Object]
Different Approaches
Different Approaches
Different Approaches
Different Approaches
Choose a Starting Point
Comparisons
Observations ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Structure Representations
Representing Racemates
Representing Racemates - Formoterol
Racemic Mixtures
Racemic Mixtures X
“ The First 10”
Collaboration on Curation ,[object Object]
Proof of Concept Data Curation Sharing
SciDBs.com (Coming soon)
Conclusions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Thank you Email: williamsa@rsc.org  Twitter: ChemConnector Blog: www.chemspider.com/blog Personal Blog: www.chemconnector.com SLIDES: www.slideshare.net/AntonyWilliams

More Related Content

What's hot

BigDataEurope - Big Data & Health
BigDataEurope - Big Data & HealthBigDataEurope - Big Data & Health
BigDataEurope - Big Data & HealthBigData_Europe
 
2011-11-28 Open PHACTS at RSC CICAG
2011-11-28 Open PHACTS at RSC CICAG2011-11-28 Open PHACTS at RSC CICAG
2011-11-28 Open PHACTS at RSC CICAGopen_phacts
 
FAIR Data and Model Management for Systems Biology (and SOPs too!)
FAIR Data and Model Management for Systems Biology(and SOPs too!)FAIR Data and Model Management for Systems Biology(and SOPs too!)
FAIR Data and Model Management for Systems Biology (and SOPs too!)Carole Goble
 
Big data supporting drug discovery - cautionary tales from the world of chemi...
Big data supporting drug discovery - cautionary tales from the world of chemi...Big data supporting drug discovery - cautionary tales from the world of chemi...
Big data supporting drug discovery - cautionary tales from the world of chemi...Valery Tkachenko
 
RDA Scholarly Infrastructure 2015
RDA Scholarly Infrastructure 2015RDA Scholarly Infrastructure 2015
RDA Scholarly Infrastructure 2015William Gunn
 
Small Molecules in Big Data - Analytica Munich
Small Molecules in Big Data - Analytica MunichSmall Molecules in Big Data - Analytica Munich
Small Molecules in Big Data - Analytica MunichEmma Schymanski
 
UDM (Unified Data Model) - Enabling Exchange of Comprehensive Reaction Inform...
UDM (Unified Data Model) - Enabling Exchange of Comprehensive Reaction Inform...UDM (Unified Data Model) - Enabling Exchange of Comprehensive Reaction Inform...
UDM (Unified Data Model) - Enabling Exchange of Comprehensive Reaction Inform...Frederik van den Broek
 
Developing tools for high resolution mass spectrometry-based screening via th...
Developing tools for high resolution mass spectrometry-based screening via th...Developing tools for high resolution mass spectrometry-based screening via th...
Developing tools for high resolution mass spectrometry-based screening via th...Andrew McEachran
 

What's hot (20)

The influence of data curation on QSAR Modeling – examining issues of qualit...
 The influence of data curation on QSAR Modeling – examining issues of qualit... The influence of data curation on QSAR Modeling – examining issues of qualit...
The influence of data curation on QSAR Modeling – examining issues of qualit...
 
BigDataEurope - Big Data & Health
BigDataEurope - Big Data & HealthBigDataEurope - Big Data & Health
BigDataEurope - Big Data & Health
 
2011-11-28 Open PHACTS at RSC CICAG
2011-11-28 Open PHACTS at RSC CICAG2011-11-28 Open PHACTS at RSC CICAG
2011-11-28 Open PHACTS at RSC CICAG
 
Structure Identification Using High Resolution Mass Spectrometry Data and the...
Structure Identification Using High Resolution Mass Spectrometry Data and the...Structure Identification Using High Resolution Mass Spectrometry Data and the...
Structure Identification Using High Resolution Mass Spectrometry Data and the...
 
ChemSpider - Building a Crowdsourced Chemical Database for the Chemistry Comm...
ChemSpider - Building a Crowdsourced Chemical Database for the Chemistry Comm...ChemSpider - Building a Crowdsourced Chemical Database for the Chemistry Comm...
ChemSpider - Building a Crowdsourced Chemical Database for the Chemistry Comm...
 
Structure Identification Using High Resolution Mass Spectrometry Data and the...
Structure Identification Using High Resolution Mass Spectrometry Data and the...Structure Identification Using High Resolution Mass Spectrometry Data and the...
Structure Identification Using High Resolution Mass Spectrometry Data and the...
 
FAIR Data and Model Management for Systems Biology (and SOPs too!)
FAIR Data and Model Management for Systems Biology(and SOPs too!)FAIR Data and Model Management for Systems Biology(and SOPs too!)
FAIR Data and Model Management for Systems Biology (and SOPs too!)
 
RSC ChemSpider Science Commons Symposium Pacific Northwest #scspn
RSC ChemSpider Science Commons Symposium Pacific Northwest #scspnRSC ChemSpider Science Commons Symposium Pacific Northwest #scspn
RSC ChemSpider Science Commons Symposium Pacific Northwest #scspn
 
Environmental Chemistry Compound Identification Using High Resolution Mass Sp...
Environmental Chemistry Compound Identification Using High Resolution Mass Sp...Environmental Chemistry Compound Identification Using High Resolution Mass Sp...
Environmental Chemistry Compound Identification Using High Resolution Mass Sp...
 
Big data supporting drug discovery - cautionary tales from the world of chemi...
Big data supporting drug discovery - cautionary tales from the world of chemi...Big data supporting drug discovery - cautionary tales from the world of chemi...
Big data supporting drug discovery - cautionary tales from the world of chemi...
 
Adding complex expert knowledge into chemical database and transforming surfa...
Adding complex expert knowledge into chemical database and transforming surfa...Adding complex expert knowledge into chemical database and transforming surfa...
Adding complex expert knowledge into chemical database and transforming surfa...
 
RDA Scholarly Infrastructure 2015
RDA Scholarly Infrastructure 2015RDA Scholarly Infrastructure 2015
RDA Scholarly Infrastructure 2015
 
Small Molecules in Big Data - Analytica Munich
Small Molecules in Big Data - Analytica MunichSmall Molecules in Big Data - Analytica Munich
Small Molecules in Big Data - Analytica Munich
 
Why should Journals ask fo RRIDs?
Why should Journals ask fo RRIDs?Why should Journals ask fo RRIDs?
Why should Journals ask fo RRIDs?
 
ChemSpider hosting linking and curating chemistry data for the community
ChemSpider  hosting linking and curating chemistry data for the communityChemSpider  hosting linking and curating chemistry data for the community
ChemSpider hosting linking and curating chemistry data for the community
 
UDM (Unified Data Model) - Enabling Exchange of Comprehensive Reaction Inform...
UDM (Unified Data Model) - Enabling Exchange of Comprehensive Reaction Inform...UDM (Unified Data Model) - Enabling Exchange of Comprehensive Reaction Inform...
UDM (Unified Data Model) - Enabling Exchange of Comprehensive Reaction Inform...
 
Navigating the Complex Web of Chemistry Using ChemSpider
Navigating the Complex Web of Chemistry Using ChemSpiderNavigating the Complex Web of Chemistry Using ChemSpider
Navigating the Complex Web of Chemistry Using ChemSpider
 
Towards a gold standard and regarding quality in public domain chemistry data...
Towards a gold standard and regarding quality in public domain chemistry data...Towards a gold standard and regarding quality in public domain chemistry data...
Towards a gold standard and regarding quality in public domain chemistry data...
 
Developing tools for high resolution mass spectrometry-based screening via th...
Developing tools for high resolution mass spectrometry-based screening via th...Developing tools for high resolution mass spectrometry-based screening via th...
Developing tools for high resolution mass spectrometry-based screening via th...
 
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry
 

Similar to Structure representations in public chemistry databases: The challenges of validating the chemical structures for 200 top-selling drugs

Chemspider hosting linking and curating chemistry data for the community
Chemspider hosting linking and curating chemistry data for the communityChemspider hosting linking and curating chemistry data for the community
Chemspider hosting linking and curating chemistry data for the communityRoyal Society of Chemistry
 
Computational Drug Discovery: Machine Learning for Making Sense of Big Data i...
Computational Drug Discovery: Machine Learning for Making Sense of Big Data i...Computational Drug Discovery: Machine Learning for Making Sense of Big Data i...
Computational Drug Discovery: Machine Learning for Making Sense of Big Data i...Chanin Nantasenamat
 
EUGM15 - George Papadatos, Mark Davies, Nathan Dedman (EMBL-EBI): SureChEMBL:...
EUGM15 - George Papadatos, Mark Davies, Nathan Dedman (EMBL-EBI): SureChEMBL:...EUGM15 - George Papadatos, Mark Davies, Nathan Dedman (EMBL-EBI): SureChEMBL:...
EUGM15 - George Papadatos, Mark Davies, Nathan Dedman (EMBL-EBI): SureChEMBL:...ChemAxon
 

Similar to Structure representations in public chemistry databases: The challenges of validating the chemical structures for 200 top-selling drugs (20)

Integrating and curating internet based chemistry resources to serve life sci...
Integrating and curating internet based chemistry resources to serve life sci...Integrating and curating internet based chemistry resources to serve life sci...
Integrating and curating internet based chemistry resources to serve life sci...
 
Connecting Chemistry Across the Internet Using ChemSpider
Connecting Chemistry Across the Internet Using ChemSpiderConnecting Chemistry Across the Internet Using ChemSpider
Connecting Chemistry Across the Internet Using ChemSpider
 
ChemSpider – A Crowdsourcing Environment for Hosting and Validating Chemistry...
ChemSpider – A Crowdsourcing Environment for Hosting and Validating Chemistry...ChemSpider – A Crowdsourcing Environment for Hosting and Validating Chemistry...
ChemSpider – A Crowdsourcing Environment for Hosting and Validating Chemistry...
 
Improving online chemistry one structure at a time
Improving online chemistry one structure at a timeImproving online chemistry one structure at a time
Improving online chemistry one structure at a time
 
ChemSpider Presentation At University Of Toronto
ChemSpider Presentation At University Of TorontoChemSpider Presentation At University Of Toronto
ChemSpider Presentation At University Of Toronto
 
ChemSpider – An Online Database and Registration System Linking the Web
ChemSpider – An Online Database and  Registration System Linking the WebChemSpider – An Online Database and  Registration System Linking the Web
ChemSpider – An Online Database and Registration System Linking the Web
 
RSC ChemSpider -- Managing and Integrating Chemistry on the Internet to Build...
RSC ChemSpider -- Managing and Integrating Chemistry on the Internet to Build...RSC ChemSpider -- Managing and Integrating Chemistry on the Internet to Build...
RSC ChemSpider -- Managing and Integrating Chemistry on the Internet to Build...
 
Building A Community Resource For The Life Sciences
Building A Community Resource For The Life SciencesBuilding A Community Resource For The Life Sciences
Building A Community Resource For The Life Sciences
 
Chem spider as a chemical term resolver
Chem spider as a chemical term resolverChem spider as a chemical term resolver
Chem spider as a chemical term resolver
 
ChemSpider as a chemical term resolver
ChemSpider as a chemical term resolverChemSpider as a chemical term resolver
ChemSpider as a chemical term resolver
 
RSC ChemSpider – Building An Internet Based Community For Chemists
RSC ChemSpider – Building An Internet Based Community For ChemistsRSC ChemSpider – Building An Internet Based Community For Chemists
RSC ChemSpider – Building An Internet Based Community For Chemists
 
Delivering Curated Chemistry to the World via Crowdsourced Deposition and Ann...
Delivering Curated Chemistry to the World via Crowdsourced Deposition and Ann...Delivering Curated Chemistry to the World via Crowdsourced Deposition and Ann...
Delivering Curated Chemistry to the World via Crowdsourced Deposition and Ann...
 
Chemistry Online and The vision and challenges associated with building the c...
Chemistry Online and The vision and challenges associated with building the c...Chemistry Online and The vision and challenges associated with building the c...
Chemistry Online and The vision and challenges associated with building the c...
 
ChemSpider and How The Wisdom Of The Crowds Can Improve The Quality Of ...
ChemSpider  and How The Wisdom Of The  Crowds  Can  Improve The  Quality Of  ...ChemSpider  and How The Wisdom Of The  Crowds  Can  Improve The  Quality Of  ...
ChemSpider and How The Wisdom Of The Crowds Can Improve The Quality Of ...
 
Using Cheminformatics Approaches to Develop a Structure Searchable Database o...
Using Cheminformatics Approaches to Develop a Structure Searchable Database o...Using Cheminformatics Approaches to Develop a Structure Searchable Database o...
Using Cheminformatics Approaches to Develop a Structure Searchable Database o...
 
ChemSpider – A Community Platform for Chemistry and Resources Supporting the ...
ChemSpider – A Community Platform for Chemistry and Resources Supporting the ...ChemSpider – A Community Platform for Chemistry and Resources Supporting the ...
ChemSpider – A Community Platform for Chemistry and Resources Supporting the ...
 
Chemspider hosting linking and curating chemistry data for the community
Chemspider hosting linking and curating chemistry data for the communityChemspider hosting linking and curating chemistry data for the community
Chemspider hosting linking and curating chemistry data for the community
 
Computational Drug Discovery: Machine Learning for Making Sense of Big Data i...
Computational Drug Discovery: Machine Learning for Making Sense of Big Data i...Computational Drug Discovery: Machine Learning for Making Sense of Big Data i...
Computational Drug Discovery: Machine Learning for Making Sense of Big Data i...
 
Sourcing high quality online data resources for computational toxicology
Sourcing high quality online data resources for computational toxicologySourcing high quality online data resources for computational toxicology
Sourcing high quality online data resources for computational toxicology
 
EUGM15 - George Papadatos, Mark Davies, Nathan Dedman (EMBL-EBI): SureChEMBL:...
EUGM15 - George Papadatos, Mark Davies, Nathan Dedman (EMBL-EBI): SureChEMBL:...EUGM15 - George Papadatos, Mark Davies, Nathan Dedman (EMBL-EBI): SureChEMBL:...
EUGM15 - George Papadatos, Mark Davies, Nathan Dedman (EMBL-EBI): SureChEMBL:...
 

Recently uploaded

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
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbuapidays
 
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
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobeapidays
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodJuan lago vázquez
 
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
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024The Digital Insurer
 
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot ModelNavi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot ModelDeepika Singh
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDropbox
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProduct Anonymous
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesrafiqahmad00786416
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
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
 

Recently uploaded (20)

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
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
 
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
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
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?
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024
 
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot ModelNavi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
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...
 

Structure representations in public chemistry databases: The challenges of validating the chemical structures for 200 top-selling drugs