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Advanced Knowledge Technologies (AKT) -highlights 2006
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selection of web based semantic technologies prototypes used in the AKT programme.
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Recommandé
poster summarising advanced knowledge technologies used to realise an e-response scenario
E Res Akt Finalreview
E Res Akt Finalreview
Yannis Kalfoglou
To appreciate the paradigm shift involved in the next generation search systems one needs to look back at the traditional approach to resource discovery and compare to the new trends. Here I focus on three aspects: • Databases versus search engines • Federated versus integrated search • Integrated versus modular architecture.
Inteligent Catalogue Final
Inteligent Catalogue Final
guestcaef1d
Vellino presentationtocisti
Vellino presentationtocisti
Andre Vellino
In other words...: Using multiple taxonimies
In other words...: Using multiple taxonimies
kramsey
Presented by Jerry Persons at Linked Data and Libraries 2011, London 14th July 2011
Linked Data Workshop Stanford University
Linked Data Workshop Stanford University
Talis Consulting
Presentation that presents the corrib.org group. It was given at Irish OpenSource Technology Conference, Dublin 2008.
Corrib.org - OpenSource and Research
Corrib.org - OpenSource and Research
adameq
1530 mon lomond breeding
1530 mon lomond breeding
UKSG: connecting the knowledge community
Repositories and the wider context
Repositories and the wider context
Julie Allinson
Recommandé
poster summarising advanced knowledge technologies used to realise an e-response scenario
E Res Akt Finalreview
E Res Akt Finalreview
Yannis Kalfoglou
To appreciate the paradigm shift involved in the next generation search systems one needs to look back at the traditional approach to resource discovery and compare to the new trends. Here I focus on three aspects: • Databases versus search engines • Federated versus integrated search • Integrated versus modular architecture.
Inteligent Catalogue Final
Inteligent Catalogue Final
guestcaef1d
Vellino presentationtocisti
Vellino presentationtocisti
Andre Vellino
In other words...: Using multiple taxonimies
In other words...: Using multiple taxonimies
kramsey
Presented by Jerry Persons at Linked Data and Libraries 2011, London 14th July 2011
Linked Data Workshop Stanford University
Linked Data Workshop Stanford University
Talis Consulting
Presentation that presents the corrib.org group. It was given at Irish OpenSource Technology Conference, Dublin 2008.
Corrib.org - OpenSource and Research
Corrib.org - OpenSource and Research
adameq
1530 mon lomond breeding
1530 mon lomond breeding
UKSG: connecting the knowledge community
Repositories and the wider context
Repositories and the wider context
Julie Allinson
Presentation at the OOR panel.
From Watson to Ontology Repositories - Ontolog OOR panel
From Watson to Ontology Repositories - Ontolog OOR panel
Mathieu d'Aquin
Presented at the Library Technology Conference 2011 in St. Paul, MN. Program Description: Oral history collections provide a wealth of information, yet current practices in metadata creation and access limit the amount of information within the interview transcripts that can be discovered. This poster describes the Miami University Libraries current project of using Open Source Software in creating enhanced access to our Oral History collection. The Oral History Project at Miami University contains over 100 interviews pertaining to experiences at the University, with transcripts for over half of the interviews. The poster will describe the process of batch processing transcripts using OpenCalais, a web service that automates the creation of metadata for content using natural language processing and machine learning, and displaying both the transcripts and metadata in the content management system Drupal using various modules. We will discuss the results from the comparison of machine generated and human generated metadata in this project and the benefits and concerns surrounding both methods. Future project developments will also be included.
Poster: Using Open Source Tools to Improve Access to Oral History Collections
Poster: Using Open Source Tools to Improve Access to Oral History Collections
Becky Yoose
Slides of the invited talk at AH2009
Open Corpus Adaptive Hypermedia
Open Corpus Adaptive Hypermedia
Peter Brusilovsky
Amit Sheth's Keynote talk given at: “Semantic Web in Action: Ontology-driven information search, integration and analysis,” Net Object Days 2003 and MATES03, Erfurt, Germany, September 23, 2003. http://knoesis.org Note: slides 51-55 have audio.
Semantic Web in Action: Ontology-driven information search, integration and a...
Semantic Web in Action: Ontology-driven information search, integration and a...
Amit Sheth
Resume of Min Xu
Resume of Min Xu
Min Xu, Ph.D.
This talk was given at the International Semantic Web Conference (ISWC 2014). We discuss how SKOS is a starting point for developing an enterprise linked data strategy. We show how taxonomies can be extended by ontologies and linked open data. Establishing a Linked Data Warehouse build the basis for unified views on various information sources.
SKOS as a key element in Enterprise Linked Data Strategies
SKOS as a key element in Enterprise Linked Data Strategies
Semantic Web Company
✍️
The Revolution Of Cloud Computing
The Revolution Of Cloud Computing
Carmen Sanborn
This presentation was provided by Tracy Bergstrom of Ithaka S+R, Todd Carpenter of NISO, Filip Jakobsen of Samhæng, Eva Jurczyk of the University of Toronto Libraries, Stacy McKenna of the University of California, Los Angeles (UCLA) Libraries, Jill Morris of PALCI and Boaz Nadav-Manes of Lehigh University, during the "Collaborative Collections Lifecycle Project Fall Update Webinar." The event was held virtually on September 27, 2023
Bergstrom, Carpenter, Jakobsen, Jurczyk, McKenna, Morris, and Nadav-Manes "C...
Bergstrom, Carpenter, Jakobsen, Jurczyk, McKenna, Morris, and Nadav-Manes "C...
National Information Standards Organization (NISO)
Pratt Sils LIS653 4 Fall 2007
Pratt Sils LIS653 4 Fall 2007
PrattSILS
for the future research of deeper knowledge
"Article Level" The Future of Resource Discovery
"Article Level" The Future of Resource Discovery
macay beck
for the future resource Discovery
"Article Level "The Future of Resource Discovery
"Article Level "The Future of Resource Discovery
macay beck
Title: Facilitating Dialogue - Using Semantic Web Technology for eParticipation @ ESWC Conference 2010 Crete, Greece 02/06/2010 Creator: George Anadiotis (R&D Director)
Facilitating Dialogue - Using Semantic Web Technology for eParticipation
Facilitating Dialogue - Using Semantic Web Technology for eParticipation
IMC Technologies
Negotiated Studies on A semantic social network based expert recommender system
Negotiated Studies - A semantic social network based expert recommender system
Negotiated Studies - A semantic social network based expert recommender system
Premsankar Chakkingal
Keynote presentation for the International Semantic Web Conference in Athens Greece, on November 9, 2023. The talk addresses the generative AI explosion and its potential impacts on the Semantic Web and Knowledge Graph communities and, in fact, may spark a research Renaissance. Abstract: We are living in an age of rapidly advancing technology. History may view this period as one in which generative artificial intelligence is seen as reshaping the landscape and narrative of many technology-based fields of research and application. Times of disruptions often present both opportunities and challenges. We will discuss some areas that may be ripe for consideration in the field of Semantic Web research and semantically-enabled applications. Semantic Web research has historically focused on representation and reasoning and enabling interoperability of data and vocabularies. At the core are ontologies along with ontology-enabled (or ontology-compatible) knowledge stores such as knowledge graphs. Ontologies are often manually constructed using a process that (1) identifies existing best practice ontologies (and vocabularies) and (2) generates a plan for how to leverage these ontologies by aligning and augmenting them as needed to address requirements. While semi-automated techniques may help, there is typically a significant portion of the work that is often best done by humans with domain and ontology expertise. This is an opportune time to rethink how the field generates, evolves, maintains, and evaluates ontologies. We consider how hybrid approaches, i.e., those that leverage generative AI components along with more traditional knowledge representation and reasoning approaches to create improved processes. The effort to build a robust ontology that meets a use case can be large. Ontologies are not static however and they need to evolve along with knowledge evolution and expanded usage. There is potential for hybrid approaches to help identify gaps in ontologies and/or refine content. Further, ontologies need to be documented with term definitions and their provenance. Opportunities exist to consider semi-automated techniques for some types of documentation, provenance, and decision rationale capture for annotating ontologies. The area of human-AI collaboration for population and verification presents a wide range of areas of research collaboration and impact. Ontologies need to be populated with class and relationship content. Knowledge graphs and other knowledge stores need to be populated with instance data in order to be used for question answering and reasoning. Population of large knowledge graphs can be time consuming. Generative AI holds the promise to create candidate knowledge graphs that are compatible with the ontology schema. The knowledge graph should contain provenance information identifying how the content was populated and its source and correctness and currency should be checked. A human-AI assistant approach is presented.
ISWC2023-McGuinnessTWC16x9FinalShort.pdf
ISWC2023-McGuinnessTWC16x9FinalShort.pdf
Deborah McGuinness
Integrating applications & projects = Dynamic & repeatable transformation of existing Thesauri and Authority lists into SKOS + Cross-tabulation of Concepts Linked Data Presentation to the Linked Data Meeting University College of London, September 14th 2010 by Christophe Dupriez, Destin SSEB, working for Belgium Poison Centre
Dynamic and repeatable transformation of existing Thesauri and Authority list...
Dynamic and repeatable transformation of existing Thesauri and Authority list...
DESTIN-Informatique.com
AAAI 2016 demo
AAAI 2016 - A Visual Semantic Framework For Innovation Analytics
AAAI 2016 - A Visual Semantic Framework For Innovation Analytics
Kripa (कृपा) Rajshekhar
Presentation by Gianpaolo Coro delivered at the 1st eROSA Stakeholder Workshop in Montpellier, 6/7/2017
eROSA Stakeholder WS1: EOSC Architecture
eROSA Stakeholder WS1: EOSC Architecture
e-ROSA
Presentation JISC meeting on automated metadata tools, London 25/05/10
Easter JISC metadata May25 DT
Easter JISC metadata May25 DT
dstudhope
3 -- Discovery-systems
3 - Discovery-systems
3 - Discovery-systems
William Helling
Opening Keynote Presentation: The Future of Library Resource Discovery Marshall Breeding, Independent Library Consultant
2015 NISO Forum: The Future of Library Resource Discovery
2015 NISO Forum: The Future of Library Resource Discovery
National Information Standards Organization (NISO)
Portable Ontology Alignment Fragments - 2008
Portable Ontology Alignment Fragments - 2008
Yannis Kalfoglou
SPARQL and SQL: technical aspects and synergy
SPARQL and SQL: technical aspects and synergy
Yannis Kalfoglou
Contenu connexe
Similaire à Advanced Knowledge Technologies (AKT) -highlights 2006
Presentation at the OOR panel.
From Watson to Ontology Repositories - Ontolog OOR panel
From Watson to Ontology Repositories - Ontolog OOR panel
Mathieu d'Aquin
Presented at the Library Technology Conference 2011 in St. Paul, MN. Program Description: Oral history collections provide a wealth of information, yet current practices in metadata creation and access limit the amount of information within the interview transcripts that can be discovered. This poster describes the Miami University Libraries current project of using Open Source Software in creating enhanced access to our Oral History collection. The Oral History Project at Miami University contains over 100 interviews pertaining to experiences at the University, with transcripts for over half of the interviews. The poster will describe the process of batch processing transcripts using OpenCalais, a web service that automates the creation of metadata for content using natural language processing and machine learning, and displaying both the transcripts and metadata in the content management system Drupal using various modules. We will discuss the results from the comparison of machine generated and human generated metadata in this project and the benefits and concerns surrounding both methods. Future project developments will also be included.
Poster: Using Open Source Tools to Improve Access to Oral History Collections
Poster: Using Open Source Tools to Improve Access to Oral History Collections
Becky Yoose
Slides of the invited talk at AH2009
Open Corpus Adaptive Hypermedia
Open Corpus Adaptive Hypermedia
Peter Brusilovsky
Amit Sheth's Keynote talk given at: “Semantic Web in Action: Ontology-driven information search, integration and analysis,” Net Object Days 2003 and MATES03, Erfurt, Germany, September 23, 2003. http://knoesis.org Note: slides 51-55 have audio.
Semantic Web in Action: Ontology-driven information search, integration and a...
Semantic Web in Action: Ontology-driven information search, integration and a...
Amit Sheth
Resume of Min Xu
Resume of Min Xu
Min Xu, Ph.D.
This talk was given at the International Semantic Web Conference (ISWC 2014). We discuss how SKOS is a starting point for developing an enterprise linked data strategy. We show how taxonomies can be extended by ontologies and linked open data. Establishing a Linked Data Warehouse build the basis for unified views on various information sources.
SKOS as a key element in Enterprise Linked Data Strategies
SKOS as a key element in Enterprise Linked Data Strategies
Semantic Web Company
✍️
The Revolution Of Cloud Computing
The Revolution Of Cloud Computing
Carmen Sanborn
This presentation was provided by Tracy Bergstrom of Ithaka S+R, Todd Carpenter of NISO, Filip Jakobsen of Samhæng, Eva Jurczyk of the University of Toronto Libraries, Stacy McKenna of the University of California, Los Angeles (UCLA) Libraries, Jill Morris of PALCI and Boaz Nadav-Manes of Lehigh University, during the "Collaborative Collections Lifecycle Project Fall Update Webinar." The event was held virtually on September 27, 2023
Bergstrom, Carpenter, Jakobsen, Jurczyk, McKenna, Morris, and Nadav-Manes "C...
Bergstrom, Carpenter, Jakobsen, Jurczyk, McKenna, Morris, and Nadav-Manes "C...
National Information Standards Organization (NISO)
Pratt Sils LIS653 4 Fall 2007
Pratt Sils LIS653 4 Fall 2007
PrattSILS
for the future research of deeper knowledge
"Article Level" The Future of Resource Discovery
"Article Level" The Future of Resource Discovery
macay beck
for the future resource Discovery
"Article Level "The Future of Resource Discovery
"Article Level "The Future of Resource Discovery
macay beck
Title: Facilitating Dialogue - Using Semantic Web Technology for eParticipation @ ESWC Conference 2010 Crete, Greece 02/06/2010 Creator: George Anadiotis (R&D Director)
Facilitating Dialogue - Using Semantic Web Technology for eParticipation
Facilitating Dialogue - Using Semantic Web Technology for eParticipation
IMC Technologies
Negotiated Studies on A semantic social network based expert recommender system
Negotiated Studies - A semantic social network based expert recommender system
Negotiated Studies - A semantic social network based expert recommender system
Premsankar Chakkingal
Keynote presentation for the International Semantic Web Conference in Athens Greece, on November 9, 2023. The talk addresses the generative AI explosion and its potential impacts on the Semantic Web and Knowledge Graph communities and, in fact, may spark a research Renaissance. Abstract: We are living in an age of rapidly advancing technology. History may view this period as one in which generative artificial intelligence is seen as reshaping the landscape and narrative of many technology-based fields of research and application. Times of disruptions often present both opportunities and challenges. We will discuss some areas that may be ripe for consideration in the field of Semantic Web research and semantically-enabled applications. Semantic Web research has historically focused on representation and reasoning and enabling interoperability of data and vocabularies. At the core are ontologies along with ontology-enabled (or ontology-compatible) knowledge stores such as knowledge graphs. Ontologies are often manually constructed using a process that (1) identifies existing best practice ontologies (and vocabularies) and (2) generates a plan for how to leverage these ontologies by aligning and augmenting them as needed to address requirements. While semi-automated techniques may help, there is typically a significant portion of the work that is often best done by humans with domain and ontology expertise. This is an opportune time to rethink how the field generates, evolves, maintains, and evaluates ontologies. We consider how hybrid approaches, i.e., those that leverage generative AI components along with more traditional knowledge representation and reasoning approaches to create improved processes. The effort to build a robust ontology that meets a use case can be large. Ontologies are not static however and they need to evolve along with knowledge evolution and expanded usage. There is potential for hybrid approaches to help identify gaps in ontologies and/or refine content. Further, ontologies need to be documented with term definitions and their provenance. Opportunities exist to consider semi-automated techniques for some types of documentation, provenance, and decision rationale capture for annotating ontologies. The area of human-AI collaboration for population and verification presents a wide range of areas of research collaboration and impact. Ontologies need to be populated with class and relationship content. Knowledge graphs and other knowledge stores need to be populated with instance data in order to be used for question answering and reasoning. Population of large knowledge graphs can be time consuming. Generative AI holds the promise to create candidate knowledge graphs that are compatible with the ontology schema. The knowledge graph should contain provenance information identifying how the content was populated and its source and correctness and currency should be checked. A human-AI assistant approach is presented.
ISWC2023-McGuinnessTWC16x9FinalShort.pdf
ISWC2023-McGuinnessTWC16x9FinalShort.pdf
Deborah McGuinness
Integrating applications & projects = Dynamic & repeatable transformation of existing Thesauri and Authority lists into SKOS + Cross-tabulation of Concepts Linked Data Presentation to the Linked Data Meeting University College of London, September 14th 2010 by Christophe Dupriez, Destin SSEB, working for Belgium Poison Centre
Dynamic and repeatable transformation of existing Thesauri and Authority list...
Dynamic and repeatable transformation of existing Thesauri and Authority list...
DESTIN-Informatique.com
AAAI 2016 demo
AAAI 2016 - A Visual Semantic Framework For Innovation Analytics
AAAI 2016 - A Visual Semantic Framework For Innovation Analytics
Kripa (कृपा) Rajshekhar
Presentation by Gianpaolo Coro delivered at the 1st eROSA Stakeholder Workshop in Montpellier, 6/7/2017
eROSA Stakeholder WS1: EOSC Architecture
eROSA Stakeholder WS1: EOSC Architecture
e-ROSA
Presentation JISC meeting on automated metadata tools, London 25/05/10
Easter JISC metadata May25 DT
Easter JISC metadata May25 DT
dstudhope
3 -- Discovery-systems
3 - Discovery-systems
3 - Discovery-systems
William Helling
Opening Keynote Presentation: The Future of Library Resource Discovery Marshall Breeding, Independent Library Consultant
2015 NISO Forum: The Future of Library Resource Discovery
2015 NISO Forum: The Future of Library Resource Discovery
National Information Standards Organization (NISO)
Similaire à Advanced Knowledge Technologies (AKT) -highlights 2006
(20)
From Watson to Ontology Repositories - Ontolog OOR panel
From Watson to Ontology Repositories - Ontolog OOR panel
Poster: Using Open Source Tools to Improve Access to Oral History Collections
Poster: Using Open Source Tools to Improve Access to Oral History Collections
Open Corpus Adaptive Hypermedia
Open Corpus Adaptive Hypermedia
Semantic Web in Action: Ontology-driven information search, integration and a...
Semantic Web in Action: Ontology-driven information search, integration and a...
Resume of Min Xu
Resume of Min Xu
SKOS as a key element in Enterprise Linked Data Strategies
SKOS as a key element in Enterprise Linked Data Strategies
The Revolution Of Cloud Computing
The Revolution Of Cloud Computing
Bergstrom, Carpenter, Jakobsen, Jurczyk, McKenna, Morris, and Nadav-Manes "C...
Bergstrom, Carpenter, Jakobsen, Jurczyk, McKenna, Morris, and Nadav-Manes "C...
Pratt Sils LIS653 4 Fall 2007
Pratt Sils LIS653 4 Fall 2007
"Article Level" The Future of Resource Discovery
"Article Level" The Future of Resource Discovery
"Article Level "The Future of Resource Discovery
"Article Level "The Future of Resource Discovery
Facilitating Dialogue - Using Semantic Web Technology for eParticipation
Facilitating Dialogue - Using Semantic Web Technology for eParticipation
Negotiated Studies - A semantic social network based expert recommender system
Negotiated Studies - A semantic social network based expert recommender system
ISWC2023-McGuinnessTWC16x9FinalShort.pdf
ISWC2023-McGuinnessTWC16x9FinalShort.pdf
Dynamic and repeatable transformation of existing Thesauri and Authority list...
Dynamic and repeatable transformation of existing Thesauri and Authority list...
AAAI 2016 - A Visual Semantic Framework For Innovation Analytics
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eROSA Stakeholder WS1: EOSC Architecture
eROSA Stakeholder WS1: EOSC Architecture
Easter JISC metadata May25 DT
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3 - Discovery-systems
3 - Discovery-systems
2015 NISO Forum: The Future of Library Resource Discovery
2015 NISO Forum: The Future of Library Resource Discovery
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Portable Ontology Alignment Fragments - 2008
Portable Ontology Alignment Fragments - 2008
Yannis Kalfoglou
SPARQL and SQL: technical aspects and synergy
SPARQL and SQL: technical aspects and synergy
Yannis Kalfoglou
Semantic technologies as an investment opportunity
Semantic technologies as an investment opportunity
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experiences and issues
Semantic technologies at work - 2007
Semantic technologies at work - 2007
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highlights the use of semantic technologies to facilitate and empower semantic interoperability
Semantic technologies at work
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opportunities and issues
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Semantic Technologies - 2007
Semantic Technologies - 2007
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Vulnerabilities, issues and solutions with automated reasoning on the semantic web
Reasoning on the Semantic Web
Reasoning on the Semantic Web
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highlights of the CROSI project on semantic integration, introduction of semantic alignment algorithms
Semantic Intensity Spectrum and Semantic Integration Algorithms
Semantic Intensity Spectrum and Semantic Integration Algorithms
Yannis Kalfoglou
how information flow theory can be applied in the context of software agents' coordination using aligned ontologies
A Channel Theoretic Foundation for Ontology Coordination - 2004
A Channel Theoretic Foundation for Ontology Coordination - 2004
Yannis Kalfoglou
highlight areas and vulnerabilities of semantic web for large scale adoption and deployment
On the Emergent Semantic Web and Overlooked Issues - 2004
On the Emergent Semantic Web and Overlooked Issues - 2004
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ontologies are used in a variety of scenarios to support decision making
Using Ontologies to Support and Critique Decisions - 2004
Using Ontologies to Support and Critique Decisions - 2004
Yannis Kalfoglou
how ontology network analysis can be used to help bootstrap organisational memories, thus avoiding the cold start syndrome
Initiating Organisational Memories using Ontology Network Analysis - 2002
Initiating Organisational Memories using Ontology Network Analysis - 2002
Yannis Kalfoglou
how information flow theory can be applied to enable ontology mapping
Information Flow based Ontology Mapping - 2002
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Portable Ontology Alignment Fragments - 2008
Portable Ontology Alignment Fragments - 2008
SPARQL and SQL: technical aspects and synergy
SPARQL and SQL: technical aspects and synergy
Semantic technologies as an investment opportunity
Semantic technologies as an investment opportunity
Semantic technologies at work - 2007
Semantic technologies at work - 2007
Semantic technologies at work
Semantic technologies at work
Web 2.0 and mobile web
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Semantic Technologies - 2007
Semantic Technologies - 2007
Reasoning on the Semantic Web
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Semantic Intensity Spectrum and Semantic Integration Algorithms
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A Channel Theoretic Foundation for Ontology Coordination - 2004
A Channel Theoretic Foundation for Ontology Coordination - 2004
On the Emergent Semantic Web and Overlooked Issues - 2004
On the Emergent Semantic Web and Overlooked Issues - 2004
Using Ontologies to Support and Critique Decisions - 2004
Using Ontologies to Support and Critique Decisions - 2004
Initiating Organisational Memories using Ontology Network Analysis - 2002
Initiating Organisational Memories using Ontology Network Analysis - 2002
Information Flow based Ontology Mapping - 2002
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This presentations targets students or working professionals. You may know Google for search, YouTube, Android, Chrome, and Gmail, but did you know Google has many developer tools, platforms & APIs? This comprehensive yet still high-level overview outlines the most impactful tools for where to run your code, store & analyze your data. It will also inspire you as to what's possible. This talk is 50 minutes in length.
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The presentation explores the development and application of artificial intelligence (AI) from its inception to its current status in the modern world. The term "artificial intelligence" was first coined by John McCarthy in 1956 to describe efforts to develop computer programs capable of performing tasks that typically require human intelligence. This concept was first introduced at a conference held at Dartmouth College, where programs demonstrated capabilities such as playing chess, proving theorems, and interpreting texts. In the early stages, Alan Turing contributed to the field by defining intelligence as the ability of a being to respond to certain questions intelligently, proposing what is now known as the Turing Test to evaluate the presence of intelligent behavior in machines. As the decades progressed, AI evolved significantly. The 1980s focused on machine learning, teaching computers to learn from data, leading to the development of models that could improve their performance based on their experiences. The 1990s and 2000s saw further advances in algorithms and computational power, which allowed for more sophisticated data analysis techniques, including data mining. By the 2010s, the proliferation of big data and the refinement of deep learning techniques enabled AI to become mainstream. Notable milestones included the success of Google's AlphaGo and advancements in autonomous vehicles by companies like Tesla and Waymo. A major theme of the presentation is the application of generative AI, which has been used for tasks such as natural language text generation, translation, and question answering. Generative AI uses large datasets to train models that can then produce new, coherent pieces of text or other media. The presentation also discusses the ethical implications and the need for regulation in AI, highlighting issues such as privacy, bias, and the potential for misuse. These concerns have prompted calls for comprehensive regulations to ensure the safe and equitable use of AI technologies. Artificial intelligence has also played a significant role in healthcare, particularly highlighted during the COVID-19 pandemic, where it was used in drug discovery, vaccine development, and analyzing the spread of the virus. The capabilities of AI in healthcare are vast, ranging from medical diagnostics to personalized medicine, demonstrating the technology's potential to revolutionize fields beyond just technical or consumer applications. In conclusion, AI continues to be a rapidly evolving field with significant implications for various aspects of society. The development from theoretical concepts to real-world applications illustrates both the potential benefits and the challenges that come with integrating advanced technologies into everyday life. The ongoing discussion about AI ethics and regulation underscores the importance of managing these technologies responsibly to maximize their their benefits while minimizing potential harms.
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