SlideShare uma empresa Scribd logo
1 de 92
ChemSpider – Integrating and Curating Internet-Based Chemistry Resources to Serve Life Scientists Antony Williams PharmSciFair,   July 2011
The Internet for Life Scientists ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Where is chemistry online? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Where can we find data online?
Life Scientists and Online Resources ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is the Structure of Vitamin K1?
What is the Structure of Vitamin K1?
CAS’s Common Chemistry
Wikipedia
 
 
ChEBI – Manual Curation
 
 
PubChem
 
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Public Domain Chemistry Databases ,[object Object],[object Object],[object Object],[object Object],[object Object]
Lipitor ,[object Object],[object Object]
The FDA’s DailyMed
  Structures on DailyMed
Lack of Stereochemisty
  Incorrect Structures
PDSP ,[object Object]
PDSP Structures – Canonical SMILES Is Stereochemistry important???!!!
What’s Methane?
What’s Methane?
What  ELSE  is Methane???
Build Models with GOOD DATA!
 
So you want data on drugs??? ,[object Object],[object Object],[object Object]
[object Object]
 
Public Domain Chemistry Databases ,[object Object]
 
Vytorin: Ezetimibe/Simvastatin
Vytorin: Ezetimibe/Simvastatin
Vytorin: Ezetimibe/Simvastatin
Vytorin: Ezetimibe/Simvastatin
Vytorin: Ezetimibe/Simvastatin
Taxol: Paclitaxel  44  structures
Drug Name Generic Name ChEBI ChemSpider CAS Com. Chem ChemIDPlus DailyMed DrugBank PubChem Wikipedia Spiriva Tiotropium Bromide No Hits  No Hits    4/0  Depakote Valproate semisodium        No Structure Basen Voglibose   No Hits  No Hits  2/1  Symbicort 1) Budesonide       8/1  Symbicort 2) Formoterol WRONG  No Hits    6/1  Vytorin 1) Ezetimibe   No Hits      Vytorin 2) Simvastatin       2/1  Taxol Paclitaxel       44/1  Thalidomid Thalidomide No Hits        Zocor Simvastatin       2/1  Crestor Rosuvastatin   No Hits    2/1 
Vision: Connect Chemistry on the Web ,[object Object],[object Object],[object Object],[object Object]
We Have Delivered the Vision ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
www.chemspider.com
We Want to Answer Questions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Search for a Chemical…by name
Link off a structure in ChemSpider ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Available Information… ,[object Object]
Available Information….
What else is available? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Structure and substructure searches
Crowdsourced “Annotations” ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
Content is King and  Quality  Costs ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
With Great Fanfare…also costs…
NPC Browser  http://tripod.nih.gov/npc/
Curation required
Curation required
My favorite
Neomycin
Inherited Errors ,[object Object],[object Object],[object Object],[object Object]
Online Curation ,[object Object],[object Object],[object Object]
Search “Vitamin H”
“ Curate” Identifiers
“ Curate” Identifiers
“ Curate” Identifiers
Crowd-sourcing Chemistry Curation
Crowdsourcing Works ,[object Object],[object Object],[object Object],[object Object]
ChemSpider SyntheticPages
Why Curated Dictionaries Matter
Nature Chemistry
Success Depends on Dictionaries
Validated Name-Structure Dictionaries ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The InChI Identifier
Multiple Layers
InChIStrings Hash to InChIKeys
Vancomycin –  Search the Internet
Full  Skeleton  Search: 104 Hits
Full  Molecule  Search: 4 Hits
OpenTox uses InChIs
There will always be gaps... ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Continuous changes..June 2011 USANS
The Future of Chemistry on the Web? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Future: Open PHACTS
 
Open PHACTS Overview ,[object Object],[object Object],[object Object],[object Object]
Open PHACTS Overview ,[object Object],[object Object],[object Object],[object Object]
Open PHACTS Overview ,[object Object],[object Object]
[object Object],[object Object],[object Object]
Acknowledgments ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Thank you Email: williamsa@rsc.org  Twitter: ChemConnector Personal Blog: www.chemconnector.com SLIDES: www.slideshare.net/AntonyWilliams

Mais conteúdo relacionado

Mais procurados

BigDataEurope - Big Data & Health
BigDataEurope - Big Data & HealthBigDataEurope - Big Data & Health
BigDataEurope - Big Data & HealthBigData_Europe
 
Chemistry Resources Science Teachers
Chemistry Resources Science TeachersChemistry Resources Science Teachers
Chemistry Resources Science TeachersMary Markland
 
ACS 248th Paper 71 ChAMP Project
ACS 248th Paper 71 ChAMP ProjectACS 248th Paper 71 ChAMP Project
ACS 248th Paper 71 ChAMP ProjectStuart Chalk
 
Searching for chemical information using PubChem
Searching for chemical information using PubChemSearching for chemical information using PubChem
Searching for chemical information using PubChemSunghwan Kim
 

Mais procurados (19)

ChemSpider – The Vision and Challenges Associated with Building a Free Online...
ChemSpider – The Vision and Challenges Associated with Building a Free Online...ChemSpider – The Vision and Challenges Associated with Building a Free Online...
ChemSpider – The Vision and Challenges Associated with Building a Free Online...
 
ChemSpider - Building a Foundation for the Semantic Web by Hosting a Crowd So...
ChemSpider - Building a Foundation for the Semantic Web by Hosting a Crowd So...ChemSpider - Building a Foundation for the Semantic Web by Hosting a Crowd So...
ChemSpider - Building a Foundation for the Semantic Web by Hosting a Crowd So...
 
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
 
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...
 
BigDataEurope - Big Data & Health
BigDataEurope - Big Data & HealthBigDataEurope - Big Data & Health
BigDataEurope - Big Data & Health
 
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
 
ChemSpider – A Platform to Gather, Host and Integrate Structure Based Data Ac...
ChemSpider – A Platform to Gather, Host and Integrate Structure Based Data Ac...ChemSpider – A Platform to Gather, Host and Integrate Structure Based Data Ac...
ChemSpider – A Platform to Gather, Host and Integrate Structure Based Data Ac...
 
How an Online Resource for Chemistry Can Change Our World
How an Online Resource for Chemistry Can Change Our WorldHow an Online Resource for Chemistry Can Change Our World
How an Online Resource for Chemistry Can Change Our World
 
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
 
Ebi public meeting on internet chemistry databases november 2010
Ebi public meeting on internet chemistry databases november 2010Ebi public meeting on internet chemistry databases november 2010
Ebi public meeting on internet chemistry databases november 2010
 
Why Chemistry and the Web Will Benefit from a ChemSpider
Why Chemistry and the Web Will Benefit from a ChemSpiderWhy Chemistry and the Web Will Benefit from a ChemSpider
Why Chemistry and the Web Will Benefit from a ChemSpider
 
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
 
ChemSpider Presentation At University Of Toronto
ChemSpider Presentation At University Of TorontoChemSpider Presentation At University Of Toronto
ChemSpider Presentation At University Of Toronto
 
Hosting a compound centric community resource for chemistry data
Hosting a compound centric community resource for chemistry dataHosting a compound centric community resource for chemistry data
Hosting a compound centric community resource for chemistry data
 
Chemistry Resources Science Teachers
Chemistry Resources Science TeachersChemistry Resources Science Teachers
Chemistry Resources Science Teachers
 
ACS 248th Paper 71 ChAMP Project
ACS 248th Paper 71 ChAMP ProjectACS 248th Paper 71 ChAMP Project
ACS 248th Paper 71 ChAMP Project
 
Searching for chemical information using PubChem
Searching for chemical information using PubChemSearching for chemical information using PubChem
Searching for chemical information using PubChem
 
Crowdsourcing Chemistry for the Community – 5 Years of Experiences
Crowdsourcing Chemistry for the Community – 5 Years of ExperiencesCrowdsourcing Chemistry for the Community – 5 Years of Experiences
Crowdsourcing Chemistry for the Community – 5 Years of Experiences
 
ChemSpider as a Foundation for Crowdsourcing and Collaborations in Open Chemi...
ChemSpider as a Foundation for Crowdsourcing and Collaborations in Open Chemi...ChemSpider as a Foundation for Crowdsourcing and Collaborations in Open Chemi...
ChemSpider as a Foundation for Crowdsourcing and Collaborations in Open Chemi...
 

Semelhante a Integrating and curating internet based chemistry resources to serve life scientists

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
 

Semelhante a Integrating and curating internet based chemistry resources to serve life scientists (20)

AZ of Chemspider February 2011
AZ of Chemspider February 2011AZ of Chemspider February 2011
AZ of Chemspider February 2011
 
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
 
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
 
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
 
ChemSpider -Connecting and Curating Online Chemistry Resources
ChemSpider -Connecting and Curating Online Chemistry ResourcesChemSpider -Connecting and Curating Online Chemistry Resources
ChemSpider -Connecting and Curating Online Chemistry Resources
 
Connecting Chemists to the Internet Through ChemSpider
Connecting Chemists to the Internet Through ChemSpiderConnecting Chemists to the Internet Through ChemSpider
Connecting Chemists to the Internet Through ChemSpider
 
Taming The Wild West Of Internet Based Chemistry You Can Help
Taming The Wild West Of Internet Based Chemistry You Can HelpTaming The Wild West Of Internet Based Chemistry You Can Help
Taming The Wild West Of Internet Based Chemistry You Can Help
 
ChemSpider - Does Community Engagement work to Build a Quality Online Resourc...
ChemSpider - Does Community Engagement work to Build a Quality Online Resourc...ChemSpider - Does Community Engagement work to Build a Quality Online Resourc...
ChemSpider - Does Community Engagement work to Build a Quality Online Resourc...
 
Citizen Scientists and Their Contributions to Internet Based Chemistry
Citizen Scientists and Their Contributions to Internet Based ChemistryCitizen Scientists and Their Contributions to Internet Based Chemistry
Citizen Scientists and Their Contributions to Internet Based Chemistry
 
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...
 
Crowdsourced Curation of Chemistry Data. How Bad is Online Chemistry Data?
Crowdsourced Curation of Chemistry Data. How Bad is Online Chemistry Data?Crowdsourced Curation of Chemistry Data. How Bad is Online Chemistry Data?
Crowdsourced Curation of Chemistry Data. How Bad is Online Chemistry Data?
 
Online Resources to Support Open Drug Discovery Systems
Online Resources to Support Open Drug Discovery SystemsOnline Resources to Support Open Drug Discovery Systems
Online Resources to Support Open Drug Discovery Systems
 
Crawling Across the Web of Chemistry Using ChemSpider
Crawling Across the Web of Chemistry Using ChemSpider Crawling Across the Web of Chemistry Using ChemSpider
Crawling Across the Web of Chemistry Using ChemSpider
 
How the web has weaved a web of interlinked chemistry data final
How the web has weaved a web of interlinked chemistry data finalHow the web has weaved a web of interlinked chemistry data final
How the web has weaved a web of interlinked chemistry data final
 
ChemSpider Overview Presentation at Special Libraries Association
ChemSpider Overview Presentation at Special Libraries AssociationChemSpider Overview Presentation at Special Libraries Association
ChemSpider Overview Presentation at Special Libraries Association
 
Online Public Compound Databases
Online Public Compound DatabasesOnline Public Compound Databases
Online Public Compound Databases
 
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
 
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...
 
How Community Crowdsourcing and Social Networking is Helping to Build a Quali...
How Community Crowdsourcing and Social Networking is Helping to Build a Quali...How Community Crowdsourcing and Social Networking is Helping to Build a Quali...
How Community Crowdsourcing and Social Networking is Helping to Build a Quali...
 
A Presentation at Nature Publishing Group Crowdsourcing, Collaborations and T...
A Presentation at Nature Publishing Group Crowdsourcing, Collaborations and T...A Presentation at Nature Publishing Group Crowdsourcing, Collaborations and T...
A Presentation at Nature Publishing Group Crowdsourcing, Collaborations and T...
 

Último

2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
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 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
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
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
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
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
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 

Último (20)

2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
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 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
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
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
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
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...
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 

Integrating and curating internet based chemistry resources to serve life scientists