See some common myths, discover the various open source enterprise search packages available and see some case studies on how open source software has helped organisations build effective search.
Turning search upside down with powerful open source search softwareCharlie Hull
Turning Search Upside Down - how Flax works with media monitoring companies to build powerful and scalable 'inverted search' systems, applying hundreds of thousands of stored queries to millions of documents in real time. Features Apache Lucene/Solr as a replacement for Autonomy IDOL and our Luwak library as a replacement for Autonomy Verity.
Finding the Bad Actor: Custom scoring & forensic name matching with Elastics...Charlie Hull
How we extended Lucene's SpanQuery and developed a new Elasticsearch query to allow Arachnys to search for names and adverse terms; also how we replicated the relevance scores used by a commercial service.
Turning search upside down with powerful open source search softwareCharlie Hull
Turning Search Upside Down - how Flax works with media monitoring companies to build powerful and scalable 'inverted search' systems, applying hundreds of thousands of stored queries to millions of documents in real time. Features Apache Lucene/Solr as a replacement for Autonomy IDOL and our Luwak library as a replacement for Autonomy Verity.
Finding the Bad Actor: Custom scoring & forensic name matching with Elastics...Charlie Hull
How we extended Lucene's SpanQuery and developed a new Elasticsearch query to allow Arachnys to search for names and adverse terms; also how we replicated the relevance scores used by a commercial service.
Not only, is our data is getting not just more complex but also more connected. In order not to lose sight of the web of information, but to use it as a source of new insights and opportunities, technologies such as graph databases can help.
For both analytical and transactional use cases, they allow efficient storage, retrieval, and processing of networked data without loss of detail. In this talk, we want to get to know existing tools and techniques for graph data processing.
On-Demand RDF Graph Databases in the CloudMarin Dimitrov
slides from the S4 webinar "On-Demand RDF Graph Databases in the Cloud"
RDF database-as-a-service running on the Self-Service Semantic Suite (S4) platform: http://s4.ontotext.com
video recording of the talk is available at http://info.ontotext.com/on-demand-rdf-graph-database
GraphQL - The new "Lingua Franca" for API-Developmentjexp
Three years ago, with the release of the GraphQL specification, Facebook took a fresh stab at the topic of "API design between remote services and applications." The key aspects of GraphQL provide a common, schema-based, domain-specific language and flexible, dynamic queries at interface boundaries.
In the talk, I'd like to compare GraphQL and REST and showcase benefits for developers and architects using a concrete example in application and API development, data source and system integration.
Neo4j-Databridge: Enterprise-scale ETL for Neo4jNeo4j
Neo4j-Databridge is a fully-featured ETL tool specifically built for Neo4j, and designed for usability, expressive power and high performance. It has been created to help solve the most common problems faced by large enterprises when importing data into Neo4j - data locality, multiple data sources and formats, performance when loading very large data sets, bespoke data conversions, inclusion of non-tabular data, filtering, merging and de-duplication...
In this webinar, we’ll take a quick tour of the main features of Neo4j-Databridge and understand how it can to help to solve these problems and facilitate importing your data easily and quickly into Neo4j.
This developer-focused webinar will explain how to use the Cypher graph query language. Cypher, a query language designed specifically for graphs, allows for expressing complex graph patterns using simple ASCII art-like notation and offers a simple but expressive approach for working with graph data.
During this webinar you'll learn:
-Basic Cypher syntax
-How to construct graph patterns using Cypher
-Querying existing data
-Data import with Cypher
-Using aggregations such as statistical functions
-Extending the power of Cypher using procedures and functions
Real-time Twitter Sentiment Analysis and Image Recognition with Apache NiFiTimothy Spann
A walk through of creating a dataflow for ingest of twitter data and analyzing the stream with NLTK Vader Python Sentiment Analysis and Inception v3 TensorFlow via Python in Apache NiFi. Storage in Hadoop HDFS.
Text Analytics & Linked Data Management As-a-ServiceMarin Dimitrov
slides from the talk on "Text Analytics & Linked Data Management As-a-Service with S4" from the ESWC'2015 workshop on Semantic Web Enterprise Adoption & Best Practices
full paper available at http://2015.wasabi-ws.org/papers/wasabi15_1.pdf
Getting the Most out of Your Translation Memories (TM-Town ProZ Webinar April...Kevin Dias
This webinar covers how to get the most out of your translation memories through TM-Town’s unique translation platform. I demo different features of TM-Town including:
- Loading your work into TM-Town’s safe and secure system
- Creating new multilingual termbases from terms automatically extracted from your text
- Productivity analysis tools
- Automatic text alignment
- Searching your TMs
- TM-Town’s new “Term Repositories"
To view a recording of the webinar please visit: http://www.proz.com/videos/3677-free-webinar-tm-town-getting-the-most-out-of-your-translation-memories
Visual Ontology Modeling for Domain Experts and Business Users with metaphactoryPeter Haase
Visual Ontology Modeling for Domain Experts and Business Users with metaphactory
Presentation at the OntoCommons Workshop on Ontology Engineering Tools @ Fri Mar 19, 2021
Kasabi, an online data market based on linked data principles, offers data publishers an easy way to publish, link and monetise data, while giving developers of data-centric applications access to this data in different formats and through a number of different interfaces.
Not only, is our data is getting not just more complex but also more connected. In order not to lose sight of the web of information, but to use it as a source of new insights and opportunities, technologies such as graph databases can help.
For both analytical and transactional use cases, they allow efficient storage, retrieval, and processing of networked data without loss of detail. In this talk, we want to get to know existing tools and techniques for graph data processing.
On-Demand RDF Graph Databases in the CloudMarin Dimitrov
slides from the S4 webinar "On-Demand RDF Graph Databases in the Cloud"
RDF database-as-a-service running on the Self-Service Semantic Suite (S4) platform: http://s4.ontotext.com
video recording of the talk is available at http://info.ontotext.com/on-demand-rdf-graph-database
GraphQL - The new "Lingua Franca" for API-Developmentjexp
Three years ago, with the release of the GraphQL specification, Facebook took a fresh stab at the topic of "API design between remote services and applications." The key aspects of GraphQL provide a common, schema-based, domain-specific language and flexible, dynamic queries at interface boundaries.
In the talk, I'd like to compare GraphQL and REST and showcase benefits for developers and architects using a concrete example in application and API development, data source and system integration.
Neo4j-Databridge: Enterprise-scale ETL for Neo4jNeo4j
Neo4j-Databridge is a fully-featured ETL tool specifically built for Neo4j, and designed for usability, expressive power and high performance. It has been created to help solve the most common problems faced by large enterprises when importing data into Neo4j - data locality, multiple data sources and formats, performance when loading very large data sets, bespoke data conversions, inclusion of non-tabular data, filtering, merging and de-duplication...
In this webinar, we’ll take a quick tour of the main features of Neo4j-Databridge and understand how it can to help to solve these problems and facilitate importing your data easily and quickly into Neo4j.
This developer-focused webinar will explain how to use the Cypher graph query language. Cypher, a query language designed specifically for graphs, allows for expressing complex graph patterns using simple ASCII art-like notation and offers a simple but expressive approach for working with graph data.
During this webinar you'll learn:
-Basic Cypher syntax
-How to construct graph patterns using Cypher
-Querying existing data
-Data import with Cypher
-Using aggregations such as statistical functions
-Extending the power of Cypher using procedures and functions
Real-time Twitter Sentiment Analysis and Image Recognition with Apache NiFiTimothy Spann
A walk through of creating a dataflow for ingest of twitter data and analyzing the stream with NLTK Vader Python Sentiment Analysis and Inception v3 TensorFlow via Python in Apache NiFi. Storage in Hadoop HDFS.
Text Analytics & Linked Data Management As-a-ServiceMarin Dimitrov
slides from the talk on "Text Analytics & Linked Data Management As-a-Service with S4" from the ESWC'2015 workshop on Semantic Web Enterprise Adoption & Best Practices
full paper available at http://2015.wasabi-ws.org/papers/wasabi15_1.pdf
Getting the Most out of Your Translation Memories (TM-Town ProZ Webinar April...Kevin Dias
This webinar covers how to get the most out of your translation memories through TM-Town’s unique translation platform. I demo different features of TM-Town including:
- Loading your work into TM-Town’s safe and secure system
- Creating new multilingual termbases from terms automatically extracted from your text
- Productivity analysis tools
- Automatic text alignment
- Searching your TMs
- TM-Town’s new “Term Repositories"
To view a recording of the webinar please visit: http://www.proz.com/videos/3677-free-webinar-tm-town-getting-the-most-out-of-your-translation-memories
Visual Ontology Modeling for Domain Experts and Business Users with metaphactoryPeter Haase
Visual Ontology Modeling for Domain Experts and Business Users with metaphactory
Presentation at the OntoCommons Workshop on Ontology Engineering Tools @ Fri Mar 19, 2021
Kasabi, an online data market based on linked data principles, offers data publishers an easy way to publish, link and monetise data, while giving developers of data-centric applications access to this data in different formats and through a number of different interfaces.
This slide is prepared as a course work for E-Business Management undergraduate course at Yıldız Technical University, Industrial Engineering department.
When we presented this subject we talked about relation between business and open source. For instance, some corporations has changed their models being from product provider to service provider. So this means a change in financial approaches.
"Open source movement is strongly supported from open source software users and developers, according to their groups' agendas and discourses."
Slides accompanying a day-long AtoM and Archivematica workshop, delivered October 17, 2016 at the VII Congresso Nacional de Arquivologia in Fortaleza, Brazil.
These slides introduce Open Source and Free Software definitions, and proceed to outline Artefactual's approach to open source development and maintenance of the AtoM and Archivematica projects.
The article discusses the availability of information about Open Source Software for LMS and digitization. The term open source describes practices in production and development that promote access to the end product's source materials which is freely available throughout the web.
Webinar slides that looked to focus on the definition, history and future of open-source technology. It was give by Tom Rieger at tom.rieger@enterprisedb.com. Certain references in the presentation include:
Research paper: https://www2.slideshare.net/tomlrieger/drivers-and-impediments-to-digital-transformation-the-research
BONUS Research infographic: https://www2.slideshare.net/tomlrieger/drivers-and-impediments-to-digital-transformation
Gartner Open Source Hype-cycle: Source: https://www.gartner.com/en/documents/3987447/hype-cycle-for-open-source-software-2020
Tom Rieger on Linkedin: https://www.linkedin.com/in/tomlrieger/
BioSolr - Searching the stuff of life - Lucene/Solr Revolution 2015Charlie Hull
BioSolr, funded by the BBSRC, is a collaboration between open source search experts Flax and the European Bioinformatics Institute (EBI), aiming to significantly advance the state of the art with regard to indexing and querying biomedical data with freely available open source software
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Jeffrey Haguewood
Sidekick Solutions uses Bonterra Impact Management (fka Social Solutions Apricot) and automation solutions to integrate data for business workflows.
We believe integration and automation are essential to user experience and the promise of efficient work through technology. Automation is the critical ingredient to realizing that full vision. We develop integration products and services for Bonterra Case Management software to support the deployment of automations for a variety of use cases.
This video focuses on the notifications, alerts, and approval requests using Slack for Bonterra Impact Management. The solutions covered in this webinar can also be deployed for Microsoft Teams.
Interested in deploying notification automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
Transcript: Selling digital books in 2024: Insights from industry leaders - T...BookNet Canada
The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Generating a custom Ruby SDK for your web service or Rails API using Smithyg2nightmarescribd
Have you ever wanted a Ruby client API to communicate with your web service? Smithy is a protocol-agnostic language for defining services and SDKs. Smithy Ruby is an implementation of Smithy that generates a Ruby SDK using a Smithy model. In this talk, we will explore Smithy and Smithy Ruby to learn how to generate custom feature-rich SDKs that can communicate with any web service, such as a Rails JSON API.
Securing your Kubernetes cluster_ a step-by-step guide to success !KatiaHIMEUR1
Today, after several years of existence, an extremely active community and an ultra-dynamic ecosystem, Kubernetes has established itself as the de facto standard in container orchestration. Thanks to a wide range of managed services, it has never been so easy to set up a ready-to-use Kubernetes cluster.
However, this ease of use means that the subject of security in Kubernetes is often left for later, or even neglected. This exposes companies to significant risks.
In this talk, I'll show you step-by-step how to secure your Kubernetes cluster for greater peace of mind and reliability.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
Flax ovum search-across_the_enterprise
1. Open Source Search for the
Enterprise
Charlie Hull
Managing Director, Flax
3rd
November 2010
OVUM Briefing, Search Across the Enterprise
charlie@flax.co.uk
www.flax.co.uk/blog
+44 (0) 8700 118334
Twitter: @FlaxSearch
2. Search engine specialists with decades of experience
Developers, innovators and strategists
Based in Cambridge, UK
Technology agnostic – but open source exponents
Recently selected as UK Authorized Partner by Lucid
Imagination
Customers include Mydeco, NLA, Durrants Ltd, Financial
Times, MediaMiser, MySkreen, Accenture, University of
Cambridge
Recently asked to present at British Computer Society
and Lucene Revolution conferences
Who are Flax?
3. “Open-source software (OSS) is computer
software that is available in source code form
for which the source code and certain other
rights normally reserved for copyright holders
are provided under a software license that
permits users to study, change, and improve
the software. […] Some open source software is
available within the public domain” (Wikipedia)
What is open source?
4. “Open-source software (OSS) is computer
software that is available in source code form
for which the source code and certain other
rights normally reserved for copyright holders
are provided under a software license that
permits users to study, change, and improve
the software. […] Some open source software is
available within the public domain” (Wikipedia)
What is open source?
5. It's the work of amateur developers
Myths about open source
6. It's the work of amateur developers
If I use open source, I have to open up my
software/servers/network to all and sundry
Myths about open source
7. It's the work of amateur developers
If I use open source, I have to open up my
software/servers/network to all and sundry
Open source software isn't reliable or
scalable
Myths about open source
8. It's the work of amateur developers
If I use open source, I have to open up my
software/servers/network to all and sundry
Open source software isn't reliable or
scalable
It's free
Myths about open source
9. It's the work of amateur developers
If I use open source, I have to open up my
software/servers/network to all and sundry
Open source software isn't reliable or
scalable
It's free
It's unsupported
Myths about open source
10. Open source search software
Apache Lucene and Solr are trademarks of The Apache Software Foundation
- Flexible licensing
- Vector space model
- Java and other languages
- Well known and supportedApache Lucene and Solr are trademarks of The Apache Software Foundation
11. Open source search software
Apache Lucene and Solr are trademarks of The Apache Software Foundation
- The successor to Muscat
- Bayesian probabilistic ranking
- C/C++ with language bindings
- Highly accurate & scalable
- Flexible licensing
- Vector space model
- Java and other languages
- Well known and supportedApache Lucene and Solr are trademarks of The Apache Software Foundation
12. Open source search software
Apache Lucene and Solr are trademarks of The Apache Software Foundation
- The successor to Muscat
- Bayesian probabilistic ranking
- C/C++ with language bindings
- Highly accurate & scalable
- Flexible licensing
- Vector space model
- Java and other languages
- Well known and supported
And more....
Apache Lucene and Solr are trademarks of The Apache Software Foundation
13. Some examples
http://www.nla-clipshare.com
Newspaper Licensing Agency – NLA Clipshare
20 million newspaper stories
6500 users
Content from every major newspaper (and
most regionals)
Used by journalists, clippings agencies,
media monitors
Replacing internal systems at major
newspapers
14. Some examples
http://www.nla-clipshare.com
Newspaper Licensing Agency – NLA Clipshare
20 million newspaper stories
6500 users
Content from every major newspaper (and
most regionals)
Used by journalists, clippings agencies,
media monitors
Replacing internal systems at major
newspapers
One of very few ways to search content
from all the papers within hours of
publication
15.
16.
17.
18. Some examples
Financial Times – press cuttings
Web Service for easy integration
XML source data
Faceted search
Area filters (whole article, body, headline,
byline or any combination)
Synonyms, spelling suggestions
http://presscuttings.ft.com
19. Some examples
Financial Times – press cuttings
Web Service for easy integration
XML source data
Faceted search
Area filters (whole article, body, headline,
byline or any combination)
Synonyms, spelling suggestions
Built from scratch in a fortnight
Designed as a prototype, scaled to
production use without significant change
http://presscuttings.ft.com
20.
21. Some examples
Durrants Ltd. Media monitoring platform
Thousands of client search profiles
Hundreds of thousands of articles per day
Complex publication heirarchy
Established pipeline
Solution
Flexible query language allows OCR
errors, punctuation, fuzzy matching,
weighting
Supports features of previous engine
Scalable master-slave architecture
22. Some examples
Durrants Ltd. Media monitoring platform
Thousands of client search profiles
Hundreds of thousands of articles per day
Complex publication heirarchy
Established pipeline
Solution
Flexible query language allows OCR
errors, punctuation, fuzzy matching,
weighting
Supports features of previous engine
Scalable master-slave architecture
Accuracy improved in some cases from 95%
rejected to 95% accepted
Hardware budget 15% of previous system
23. Some examples
(Unnamed multinational radio suppliers)
Intranet search
12 million documents
Multiple formats – Office, PDF, HTML...
User and group-based security (LDAP)
Faceted search
Users can 'tag' interesting documents – for
example to identify a 'reference' version
24. Some examples
(Unnamed multinational radio suppliers)
Intranet search
12 million documents
Multiple formats – Office, PDF, HTML...
User and group-based security (LDAP)
Faceted search
Users can 'tag' interesting documents – for
example to identify a 'reference' version
Open source chosen because of significant
cost advantage – commercial solutions
uneconomic at this scale
25. A look at Lucene & Solr
Among the top 15 open source projects
Installations at over 4,000 companies
Downloads have grown nearly 10x over the past three
years
Over 7,000 downloads a day.
26. A look at Lucene & Solr
Among the top 15 open source projects
Installations at over 4,000 companies
Downloads have grown nearly 10x over the past three
years
Over 7,000 downloads a day.
USA based
Employs 9 out of 15 top Lucene committers
Offers training, consulting and up to 24x7
support
Developing value-add software
27. A look at Lucene & Solr
Among the top 15 open source projects
Installations at over 4,000 companies
Downloads have grown nearly 10x over the past three
years
Over 7,000 downloads a day.
USA based
Employs 9 out of 15 top Lucene committers
Offers training, consulting and up to 24x7
support
Developing value-add software
Flax are UK partners & resellers
30. Some Lucene & Solr numbers
LinkedIn – 30 million users
Internet Archive – a billion indexed pages
Salesforce.com – 8 terabytes of searchable data
Twitter – a billion queries a day
32. Why open source search?
Flexible, extendable
Powerful & scalable
33. Why open source search?
Flexible, extendable
Powerful & scalable
Lower cost, especially when planning for growth
34. Why open source search?
Flexible, extendable
Powerful & scalable
Lower cost, especially when planning for growth
Commercial support available as necessary
35. Why open source search?
Flexible, extendable
Powerful & scalable
Lower cost, especially when planning for growth
Commercial support available as necessary
- Freedom to innovate
37. Looking to the future
More and more content including social media
38. Looking to the future
More and more content including social media
Multiple delivery platforms
39. Looking to the future
More and more content including social media
Multiple delivery platforms
Search-powered applications
40. Looking to the future
More and more content including social media
Multiple delivery platforms
Search-powered applications
Cloud computing
41. Looking to the future
More and more content including social media
Multiple delivery platforms
Search-powered applications
Cloud computing
More use of entity extraction & sentiment analysis
42. Looking to the future
More and more content including social media
Multiple delivery platforms
Search-powered applications
Cloud computing
More use of entity extraction & sentiment analysis
Search no longer a bolt-on, but a
platform for innovation
43. Looking to the future
More and more content including social media
Multiple delivery platforms
Search-powered applications
Cloud computing
More use of entity extraction & sentiment analysis
Search no longer a bolt-on, but a
platform for innovation
Open source no longer an outsider,
but the obvious choice