SlideShare a Scribd company logo
1 of 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]

More Related Content

What's hot

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
 

What's hot (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
 

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

Similar to 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...
 
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...
 
AZ of Chemspider February 2011
AZ of Chemspider February 2011AZ of Chemspider February 2011
AZ of Chemspider February 2011
 
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
 

Recently uploaded

Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLScyllaDB
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024Lonnie McRorey
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionDilum Bandara
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxhariprasad279825
 
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DayH2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DaySri Ambati
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piececharlottematthew16
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxNavinnSomaal
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningLars Bell
 

Recently uploaded (20)

Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQL
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An Introduction
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptx
 
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DayH2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piece
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptx
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine Tuning
 

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