SlideShare ist ein Scribd-Unternehmen logo
1 von 89
Crowdsourcing, Collaborations and Text-Mining in a  World of Open Chemistry  Antony Williams
Imagine a time when …. ,[object Object],[object Object],[object Object],[object Object]
ChemSpider - A Search Engine for Chemists ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
ChemSpider Data Content ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Tell me about Aspirin
Tell me about Aspirin
Link outs
Links out to KEGG Kyoto Encyclopedia of Genes and Genomes
Tell me about Aspirin
Tell me About Aspirin
Tell me about Aspirin
Tell me about Aspirin
Tell me about Aspirin
Text- Indexing  and ChemSpider? ,[object Object],[object Object]
Open Access Literature Search
Search PubMed – ChemSpider
Other Searches ,[object Object],[object Object]
Other Searches
Complex Search
The Quality of Data Online… ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Who holds THE Quality Authority? ,[object Object],[object Object],[object Object],[object Object]
Quality is a Major Issue- Search Butanol OLD EXAMPLE..now fixed
Wikipedia Chemistry Curation project ,[object Object],[object Object],[object Object],[object Object],[object Object]
Wikipedia Curation ,[object Object],[object Object],[object Object],[object Object]
Viagra ,[object Object]
Viagra is Sildenafil  Citrate ,[object Object],[object Object]
Other issues… ,[object Object],[object Object],[object Object]
Charges
Sugars – Machine Readable vs Aesthetics Fischer  Stereo  Haworth
Wikipedia – Crowdsourcing Chemistry
Thymol Blue on ChemSpider ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Differences between ChemSpider/Wikipedia No, but links. Analytical Data Active editors > 50 (?) Active depositors/curators – 30  No Prediction of properties ???? 6000 people/day; 1900 registered Detailed compound monographs Compound monographs linked Text Complex queries – Properties, Text, structure/substructure, OA publishers, Data  Sources, … ~5000 organics, 2000 others >21 million unique structures Wikipedia ChemSpider
Differences between Wikipedia/ChemSpider Growing reputation as focused on quality Worldwide reputation as quality source – good and bad Chemistry is the focus of ‘Spider Chemistry is a subset of the ‘Pedia Mixed “licensing” GFL licensing for everything Growing team of advocates, curators and users Strong team of WP:Chem advocates, curators and admins “ Out of a basement” on three servers and 5 volunteers Established infrastructure and Wikipedia Foundation Team Primarily  Microsoft .NET technologies with OS components  Supported by tried and tested Media-Wiki platform. ChemSpider Wikipedia
Usage Growth – Representative Plot
Crowd-sourcing Curation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Multi-level Curation and Approval
Post Comments ,[object Object]
Crowd-sourcing Chemistry ,[object Object],[object Object],[object Object]
Structure-Centric  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
“Entity Extraction” ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Name-to-Structure and Lexemes
Name Recognition ,[object Object],[object Object]
Name Recognition ,[object Object],[object Object]
How Many Chemical Names? ,[object Object]
How Many Chemical Names? ,[object Object]
ChemMantis ,[object Object]
Making Open Access Articles Searchable Proof of Concept ,[object Object],[object Object],[object Object],[object Object]
Document markup ,[object Object],[object Object]
A Standard for Document Markup? ,[object Object],[object Object]
NLM/DTD markup
Chemistry and Biology ,[object Object]
Document markup
Markup – 3 seconds!
On the fly conversion
Shorthand Formulae Supported
Curators Tools During Markup
One Click to more Info…
Coming Soon….
Structure Image Conversion
Two Seconds Later
Not Always Perfect….
A Platform for Markup ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Challenges ,[object Object],[object Object],[object Object]
Names and Structures ,[object Object],[object Object]
Ambiguity
Ambiguity in Abbreviations - DPA
Ambiguity in Abbreviations - THF
Import is Easy ,[object Object],[object Object]
IUPAC PAC Articles
Supports Word .DOC, HTML, RTF
Drexel University Documents
Drexel University Documents
Drexel University Documents
Patents
Organism Markup
Extensible Markup Process  ,[object Object],[object Object],[object Object]
Markup Movie
DailyMed
DailyMed on ChemSpider
Quality of Structures!!!
Quality of Structures
DailyMed
Remaining Issues in Markup ,[object Object],[object Object],[object Object]
Oops… ,[object Object]
What’s Coming? ,[object Object],[object Object],[object Object],[object Object],[object Object]
What’s Coming? ,[object Object],[object Object],[object Object],[object Object]
Conclusions ,[object Object],[object Object],[object Object],[object Object],[object Object]
Further reading ,[object Object],[object Object],[object Object]
ChemSpider Forums/Blogs ,[object Object],[object Object],[object Object],[object Object],[object Object]

Weitere ähnliche Inhalte

Was ist angesagt?

Solving Tough Chemistry Problems Using Reaxys
Solving Tough Chemistry Problems Using ReaxysSolving Tough Chemistry Problems Using Reaxys
Solving Tough Chemistry Problems Using ReaxysReaxys
 
2013 CrossRef Annual Meeting CrossRef Overview Ed Pentz
2013 CrossRef Annual Meeting CrossRef Overview Ed Pentz2013 CrossRef Annual Meeting CrossRef Overview Ed Pentz
2013 CrossRef Annual Meeting CrossRef Overview Ed PentzCrossref
 
2020 scifinder-n manual (2020) english
2020 scifinder-n manual (2020) english2020 scifinder-n manual (2020) english
2020 scifinder-n manual (2020) englishPOSTECH Library
 

Was ist angesagt? (20)

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
 
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
 
Whitney Symposium Lecture June 2008
Whitney Symposium Lecture June 2008Whitney Symposium Lecture June 2008
Whitney Symposium Lecture June 2008
 
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...
 
How a Structure-Centric Community for Chemists Can Benefit Drug Discovery - V...
How a Structure-Centric Community for Chemists Can Benefit Drug Discovery - V...How a Structure-Centric Community for Chemists Can Benefit Drug Discovery - V...
How a Structure-Centric Community for Chemists Can Benefit Drug Discovery - V...
 
Solving Tough Chemistry Problems Using Reaxys
Solving Tough Chemistry Problems Using ReaxysSolving Tough Chemistry Problems Using Reaxys
Solving Tough Chemistry Problems Using Reaxys
 
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 ...
 
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...
 
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
 
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
 
2013 CrossRef Annual Meeting CrossRef Overview Ed Pentz
2013 CrossRef Annual Meeting CrossRef Overview Ed Pentz2013 CrossRef Annual Meeting CrossRef Overview Ed Pentz
2013 CrossRef Annual Meeting CrossRef Overview Ed Pentz
 
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...
 
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...
 
Data integration and building a profile for yourself as an online scientist
Data integration and building a profile for yourself as an online scientistData integration and building a profile for yourself as an online scientist
Data integration and building a profile for yourself as an online scientist
 
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 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 ...
 
Cheminformatics and the Structure Elucidation of Natural Products
Cheminformatics and the Structure Elucidation of Natural ProductsCheminformatics and the Structure Elucidation of Natural Products
Cheminformatics and the Structure Elucidation of Natural Products
 
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...
 
2020 scifinder-n manual (2020) english
2020 scifinder-n manual (2020) english2020 scifinder-n manual (2020) english
2020 scifinder-n manual (2020) english
 
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...
 

Andere mochten auch

Prototyping is an attitude
Prototyping is an attitudePrototyping is an attitude
Prototyping is an attitudeWith Company
 
10 Insightful Quotes On Designing A Better Customer Experience
10 Insightful Quotes On Designing A Better Customer Experience10 Insightful Quotes On Designing A Better Customer Experience
10 Insightful Quotes On Designing A Better Customer ExperienceYuan Wang
 
Learn BEM: CSS Naming Convention
Learn BEM: CSS Naming ConventionLearn BEM: CSS Naming Convention
Learn BEM: CSS Naming ConventionIn a Rocket
 
How to Build a Dynamic Social Media Plan
How to Build a Dynamic Social Media PlanHow to Build a Dynamic Social Media Plan
How to Build a Dynamic Social Media PlanPost Planner
 
SEO: Getting Personal
SEO: Getting PersonalSEO: Getting Personal
SEO: Getting PersonalKirsty Hulse
 
Lightning Talk #9: How UX and Data Storytelling Can Shape Policy by Mika Aldaba
Lightning Talk #9: How UX and Data Storytelling Can Shape Policy by Mika AldabaLightning Talk #9: How UX and Data Storytelling Can Shape Policy by Mika Aldaba
Lightning Talk #9: How UX and Data Storytelling Can Shape Policy by Mika Aldabaux singapore
 
The Outcome Economy
The Outcome EconomyThe Outcome Economy
The Outcome EconomyHelge Tennø
 

Andere mochten auch (7)

Prototyping is an attitude
Prototyping is an attitudePrototyping is an attitude
Prototyping is an attitude
 
10 Insightful Quotes On Designing A Better Customer Experience
10 Insightful Quotes On Designing A Better Customer Experience10 Insightful Quotes On Designing A Better Customer Experience
10 Insightful Quotes On Designing A Better Customer Experience
 
Learn BEM: CSS Naming Convention
Learn BEM: CSS Naming ConventionLearn BEM: CSS Naming Convention
Learn BEM: CSS Naming Convention
 
How to Build a Dynamic Social Media Plan
How to Build a Dynamic Social Media PlanHow to Build a Dynamic Social Media Plan
How to Build a Dynamic Social Media Plan
 
SEO: Getting Personal
SEO: Getting PersonalSEO: Getting Personal
SEO: Getting Personal
 
Lightning Talk #9: How UX and Data Storytelling Can Shape Policy by Mika Aldaba
Lightning Talk #9: How UX and Data Storytelling Can Shape Policy by Mika AldabaLightning Talk #9: How UX and Data Storytelling Can Shape Policy by Mika Aldaba
Lightning Talk #9: How UX and Data Storytelling Can Shape Policy by Mika Aldaba
 
The Outcome Economy
The Outcome EconomyThe Outcome Economy
The Outcome Economy
 

Ähnlich wie Crowdsourcing, Collaborations And Text Mining In A World Of Open Chemistry

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
 

Ähnlich wie Crowdsourcing, Collaborations And Text Mining In A World Of Open Chemistry (17)

Using Text-Mining and Crowdsourced Curation to Build a Structure Centric Comm...
Using Text-Mining and Crowdsourced Curation to Build a Structure Centric Comm...Using Text-Mining and Crowdsourced Curation to Build a Structure Centric Comm...
Using Text-Mining and Crowdsourced Curation to Build a Structure Centric Comm...
 
Checking, Curating And Qualifying Chemistry
Checking, Curating And Qualifying ChemistryChecking, Curating And Qualifying Chemistry
Checking, Curating And Qualifying Chemistry
 
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
 
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
 
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
 
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
 
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
 
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...
 
ChemSpider Presentation At University Of Toronto
ChemSpider Presentation At University Of TorontoChemSpider Presentation At University Of Toronto
ChemSpider Presentation At University Of Toronto
 
ChemSpider as a Platform for Crowd Participation in Curating Chemistry
ChemSpider as a Platform for Crowd Participation in Curating ChemistryChemSpider as a Platform for Crowd Participation in Curating Chemistry
ChemSpider as a Platform for Crowd Participation in Curating Chemistry
 
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
 
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...
 
Online Public Compound Databases
Online Public Compound DatabasesOnline Public Compound Databases
Online Public Compound Databases
 
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
 
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
 

Kürzlich hochgeladen

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
 
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
 
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
 
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
 
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
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
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
 
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
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
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
 
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
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsRoshan Dwivedi
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024The Digital Insurer
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
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
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
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
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
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
 

Kürzlich hochgeladen (20)

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
 
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
 
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...
 
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...
 
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
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
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
 
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
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
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
 
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
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
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
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
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
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
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
 

Crowdsourcing, Collaborations And Text Mining In A World Of Open Chemistry