SlideShare ist ein Scribd-Unternehmen logo
1 von 55
Using Text-Mining and Crowd-Sourcing to Build a Structure Centric  Community for Chemists  Antony Williams ACS Philadelphia 2008
Imagine a time when …. ,[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
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
Text- Indexing  and ChemSpider? ,[object Object],[object Object]
Open Access Literature Search
Search PubMed – ChemSpider
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]
Name Recognition ,[object Object]
Name Recognition ,[object Object],[object Object]
How Many Chemical Names? ,[object Object]
How Many Chemical Names? ,[object Object]
Daily Med ,[object Object]
Search Aspirin on Daily Med
Daily Med
Analysis of Daily Med ,[object Object],[object Object],[object Object],[object Object],[object Object]
What did we find? ,[object Object],[object Object],[object Object]
QVAR
QVAR
Other Daily Med Structures
Full Markup of the Document
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
Chemistry and Biology ,[object Object]
Document markup
Searching from the Structure Balloon
A Platform for Markup ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Online Markup
Automated markup
Name to Structure Conversion
Conversion of Structure Images ,[object Object],[object Object],[object Object],[object Object]
Cryptomisrine
Structure Conversion from Images - OSRA
Structure Conversion from Images-CLiDE ,[object Object]
Supports Word .DOC, HTML, RTF
Extensible Markup Process  ,[object Object],[object Object],[object Object],[object Object]
Patents and PubMed
What’s Coming…today.. ,[object Object],[object Object]
Working on ,[object Object]
What’s Coming? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Conclusions ,[object Object],[object Object],[object Object],[object Object]
Conclusions ,[object Object],[object Object],[object Object]
Acknowledgements  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Further reading ,[object Object],[object Object],[object Object]

Weitere ähnliche Inhalte

Was ist angesagt?

Reaxys reactions june2014
Reaxys reactions june2014Reaxys reactions june2014
Reaxys reactions june2014Reaxys
 
2013 CrossRef Annual Meeting Flash Update ORCID, Ed Pentz.
2013 CrossRef Annual Meeting Flash Update ORCID, Ed Pentz.2013 CrossRef Annual Meeting Flash Update ORCID, Ed Pentz.
2013 CrossRef Annual Meeting Flash Update ORCID, Ed Pentz.Crossref
 
CINF 170: Regioselectivity: An application of expert systems and ontologies t...
CINF 170: Regioselectivity: An application of expert systems and ontologies t...CINF 170: Regioselectivity: An application of expert systems and ontologies t...
CINF 170: Regioselectivity: An application of expert systems and ontologies t...NextMove Software
 
Reading and Writing Molecular File Formats for Data Exchange of Small Molecul...
Reading and Writing Molecular File Formats for Data Exchange of Small Molecul...Reading and Writing Molecular File Formats for Data Exchange of Small Molecul...
Reading and Writing Molecular File Formats for Data Exchange of Small Molecul...NextMove Software
 
Chemical intelligence that makes hidden knowledge effortlessly reachable
Chemical intelligence that makes hidden knowledge effortlessly reachableChemical intelligence that makes hidden knowledge effortlessly reachable
Chemical intelligence that makes hidden knowledge effortlessly reachableChemAxon
 
CrossRef Flash Update: ORCID
CrossRef Flash Update: ORCIDCrossRef Flash Update: ORCID
CrossRef Flash Update: ORCIDCrossref
 
Standardized Representations of ELN Reactions for Categorization and Duplicat...
Standardized Representations of ELN Reactions for Categorization and Duplicat...Standardized Representations of ELN Reactions for Categorization and Duplicat...
Standardized Representations of ELN Reactions for Categorization and Duplicat...NextMove Software
 
CrossRef Annual Meeting 2012 ORCID Laure Haak
CrossRef Annual Meeting 2012 ORCID Laure HaakCrossRef Annual Meeting 2012 ORCID Laure Haak
CrossRef Annual Meeting 2012 ORCID Laure HaakCrossref
 
Extraction, Analysis, Atom Mapping, Classification and Naming of Reactions fr...
Extraction, Analysis, Atom Mapping, Classification and Naming of Reactions fr...Extraction, Analysis, Atom Mapping, Classification and Naming of Reactions fr...
Extraction, Analysis, Atom Mapping, Classification and Naming of Reactions fr...NextMove Software
 
An Integrated Approach To Drug Discovery Using Parallel Synthesis
An Integrated Approach To Drug Discovery Using Parallel SynthesisAn Integrated Approach To Drug Discovery Using Parallel Synthesis
An Integrated Approach To Drug Discovery Using Parallel SynthesisGraham Smith
 
CINF 35: Structure searching for patent information: The need for speed
CINF 35: Structure searching for patent information: The need for speedCINF 35: Structure searching for patent information: The need for speed
CINF 35: Structure searching for patent information: The need for speedNextMove Software
 
Scopus2 orcid demo
Scopus2 orcid demoScopus2 orcid demo
Scopus2 orcid demoORCID, Inc
 
Npg orcid launch october 2012
Npg   orcid launch october 2012Npg   orcid launch october 2012
Npg orcid launch october 2012ORCID, Inc
 

Was ist angesagt? (17)

Reaxys reactions june2014
Reaxys reactions june2014Reaxys reactions june2014
Reaxys reactions june2014
 
2013 CrossRef Annual Meeting Flash Update ORCID, Ed Pentz.
2013 CrossRef Annual Meeting Flash Update ORCID, Ed Pentz.2013 CrossRef Annual Meeting Flash Update ORCID, Ed Pentz.
2013 CrossRef Annual Meeting Flash Update ORCID, Ed Pentz.
 
CINF 170: Regioselectivity: An application of expert systems and ontologies t...
CINF 170: Regioselectivity: An application of expert systems and ontologies t...CINF 170: Regioselectivity: An application of expert systems and ontologies t...
CINF 170: Regioselectivity: An application of expert systems and ontologies t...
 
Reading and Writing Molecular File Formats for Data Exchange of Small Molecul...
Reading and Writing Molecular File Formats for Data Exchange of Small Molecul...Reading and Writing Molecular File Formats for Data Exchange of Small Molecul...
Reading and Writing Molecular File Formats for Data Exchange of Small Molecul...
 
Chemical intelligence that makes hidden knowledge effortlessly reachable
Chemical intelligence that makes hidden knowledge effortlessly reachableChemical intelligence that makes hidden knowledge effortlessly reachable
Chemical intelligence that makes hidden knowledge effortlessly reachable
 
CrossRef Flash Update: ORCID
CrossRef Flash Update: ORCIDCrossRef Flash Update: ORCID
CrossRef Flash Update: ORCID
 
Standardized Representations of ELN Reactions for Categorization and Duplicat...
Standardized Representations of ELN Reactions for Categorization and Duplicat...Standardized Representations of ELN Reactions for Categorization and Duplicat...
Standardized Representations of ELN Reactions for Categorization and Duplicat...
 
The needs for chemistry standards, database tools and data curation at the ch...
The needs for chemistry standards, database tools and data curation at the ch...The needs for chemistry standards, database tools and data curation at the ch...
The needs for chemistry standards, database tools and data curation at the ch...
 
CrossRef Annual Meeting 2012 ORCID Laure Haak
CrossRef Annual Meeting 2012 ORCID Laure HaakCrossRef Annual Meeting 2012 ORCID Laure Haak
CrossRef Annual Meeting 2012 ORCID Laure Haak
 
Synthesize or buy?
Synthesize or buy?Synthesize or buy?
Synthesize or buy?
 
Extraction, Analysis, Atom Mapping, Classification and Naming of Reactions fr...
Extraction, Analysis, Atom Mapping, Classification and Naming of Reactions fr...Extraction, Analysis, Atom Mapping, Classification and Naming of Reactions fr...
Extraction, Analysis, Atom Mapping, Classification and Naming of Reactions fr...
 
An Integrated Approach To Drug Discovery Using Parallel Synthesis
An Integrated Approach To Drug Discovery Using Parallel SynthesisAn Integrated Approach To Drug Discovery Using Parallel Synthesis
An Integrated Approach To Drug Discovery Using Parallel Synthesis
 
CINF 35: Structure searching for patent information: The need for speed
CINF 35: Structure searching for patent information: The need for speedCINF 35: Structure searching for patent information: The need for speed
CINF 35: Structure searching for patent information: The need for speed
 
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
 
Scopus2 orcid demo
Scopus2 orcid demoScopus2 orcid demo
Scopus2 orcid demo
 
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
 
Npg orcid launch october 2012
Npg   orcid launch october 2012Npg   orcid launch october 2012
Npg orcid launch october 2012
 

Ähnlich wie Using Text-Mining and Crowdsourced Curation to Build a Structure Centric Community for Chemists

Ähnlich wie Using Text-Mining and Crowdsourced Curation to Build a Structure Centric Community for Chemists (20)

Crowdsourcing, Collaborations And Text Mining In A World Of Open Chemistry
Crowdsourcing, Collaborations And Text Mining In A World Of Open ChemistryCrowdsourcing, Collaborations And Text Mining In A World Of Open Chemistry
Crowdsourcing, Collaborations And Text Mining In A World Of Open Chemistry
 
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...
 
AZ of Chemspider February 2011
AZ of Chemspider February 2011AZ of Chemspider February 2011
AZ of Chemspider February 2011
 
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 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 ...
 
Checking, Curating And Qualifying Chemistry
Checking, Curating And Qualifying ChemistryChecking, Curating And Qualifying Chemistry
Checking, Curating And Qualifying Chemistry
 
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
 
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
 
Chem spider introduction spring 2011
Chem spider introduction spring 2011Chem spider introduction spring 2011
Chem spider introduction spring 2011
 
Whitney Symposium Lecture June 2008
Whitney Symposium Lecture June 2008Whitney Symposium Lecture June 2008
Whitney Symposium Lecture June 2008
 
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
 
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 – 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...
 
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 an integrated system for chemistry markup and online publishing inte...
Building an integrated system for chemistry markup and online publishing inte...Building an integrated system for chemistry markup and online publishing inte...
Building an integrated system for chemistry markup and online publishing inte...
 
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
 
Serving the medicinal chemistry community with Royal Society of Chemistry che...
Serving the medicinal chemistry community with Royal Society of Chemistry che...Serving the medicinal chemistry community with Royal Society of Chemistry che...
Serving the medicinal chemistry community with Royal Society of Chemistry che...
 
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 ...
 
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
 

Kürzlich hochgeladen

Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...apidays
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024The Digital Insurer
 
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
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 
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
 
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
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Zilliz
 
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
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...apidays
 
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
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWERMadyBayot
 
Ransomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfRansomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfOverkill Security
 
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
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
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
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsNanddeep Nachan
 
A Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusA Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusZilliz
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024The Digital Insurer
 

Kürzlich hochgeladen (20)

Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024
 
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
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.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
 
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
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
 
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...
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
 
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
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
 
Ransomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfRansomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdf
 
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
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
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
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
A Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusA Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source Milvus
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024
 

Using Text-Mining and Crowdsourced Curation to Build a Structure Centric Community for Chemists