SlideShare a Scribd company logo
The future of database
and some other smaltalk
Renato Telen
A brief history of databases
The pioneers of DB
The very beginning
First integrations
Arrival of analytics
Augmented analytics
Using machine learning and AI, augmented analytics is
considered as a disrupter in the data and analytics market
because it will transform how analytics content is
developed, consumed and shared.
Augmented data management
Augmented data management utilises machine learning
capabilities and AI technology to make data management
categories including data quality, master data
management, metadata management, data integration as
well as database management systems (DBMSs) self-
configuring and self-tuning.
Continous intelligence
Continuous data is more than a new way to say real-time
data. Instead, it’s about a design pattern where real-time
analytics are combined with business operations,
processing current and historical data to prescribe actions
in response to events.
Explainable AI
AI is already being increasingly used in data management, but
how do AI solutions explain why they came to certain
conclusions? This is where explainable AI comes in.
Explainable AI in data science and ML platforms is about
generating an explanation of data models in terms of accuracy,
attributes, model statistics and features in natural language.
Graph
Graph analytics is a set of analytic techniques that help
enterprises explore the relationships between entities of interest
such as transactions, processes and staff.
The application of graph processing and graph database
management systems will grow at 100% annually through 2022.
Data fabric
Data fabric is all about a single and consistent data management
framework. It looks at enabling frictionless access and sharing of
data in a distributed data environment as opposed to siloed
storage.
NLP/ conversational analytics
By 2023, 50% of analytical queries will be generated via search,
natural language processing (NLP) or voice, or will be
automatically generated. The need to analyse complex
combinations of data and to make analytics accessible to everyone
in the organisation will drive broader adoption, allowing analytics
tools to be as easy as a search interface or a conversation with a
virtual assistant.
Commercial AI and ML
By 2023, 75% of new end-user solutions leveraging ML and AI
techniques will be built with commercial solutions rather than
open source platforms.
Commercial vendors have created connectors into the Open
Source ecosystem, and they provide organisations with features
necessary to scale and democratise AI and ML such as project
and model management, transparency, reuse, data lineage,
platform cohesiveness and integration that Open Source
technologies lack.
Ledger technologies
Distributed ledger technologies such as blockchain are
looking promising in the area of data analytics due to the
possibility that they provide decentralised trust across a
network of untrusted participants.
[DSC Croatia 22] The future of database - Renato Telen
[DSC Croatia 22] The future of database - Renato Telen
[DSC Croatia 22] The future of database - Renato Telen
[DSC Croatia 22] The future of database - Renato Telen

More Related Content

Similar to [DSC Croatia 22] The future of database - Renato Telen

How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...
How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...
How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...
Andrew Leo
 
2016 Strata Conference New York - Vendor Briefings
2016 Strata Conference New York - Vendor Briefings2016 Strata Conference New York - Vendor Briefings
2016 Strata Conference New York - Vendor Briefings
Digital Enterprise Journal
 
How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...
How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...
How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...
Andrew Leo
 
Vendor comparisons: the end game in business intelligence
Vendor comparisons: the end game in business intelligenceVendor comparisons: the end game in business intelligence
Vendor comparisons: the end game in business intelligence
Kishore Jethanandani, MBA, MA, MPhil,
 
Maximize the Value of Your Data: Neo4j Graph Data Platform
Maximize the Value of Your Data: Neo4j Graph Data PlatformMaximize the Value of Your Data: Neo4j Graph Data Platform
Maximize the Value of Your Data: Neo4j Graph Data Platform
Neo4j
 
The Cloud Analytics Reference Architecture: Harnessing Big Data to Solve Comp...
The Cloud Analytics Reference Architecture: Harnessing Big Data to Solve Comp...The Cloud Analytics Reference Architecture: Harnessing Big Data to Solve Comp...
The Cloud Analytics Reference Architecture: Harnessing Big Data to Solve Comp...
Booz Allen Hamilton
 
SegmentOfOne
SegmentOfOneSegmentOfOne
SegmentOfOne
Dave Callaghan
 
Cognitive Computing - A Primer
Cognitive Computing - A PrimerCognitive Computing - A Primer
Cognitive Computing - A Primer
Marlabs
 
AI Trends.pdf
AI Trends.pdfAI Trends.pdf
AI Trends.pdf
RevaldiAnggara
 
unit_5.pdf
unit_5.pdfunit_5.pdf
Future of work machine learning and middle level jobs 112618
Future of work machine learning and middle level jobs 112618Future of work machine learning and middle level jobs 112618
Future of work machine learning and middle level jobs 112618
Economic Strategy Institute
 
The Future of Data Science: Emerging Trends and Technologies
The Future of Data Science: Emerging Trends and TechnologiesThe Future of Data Science: Emerging Trends and Technologies
The Future of Data Science: Emerging Trends and Technologies
Vaishali Pal
 
leewayhertz.com-AI in web3 How AI manifests in the world of web3.pdf
leewayhertz.com-AI in web3 How AI manifests in the world of web3.pdfleewayhertz.com-AI in web3 How AI manifests in the world of web3.pdf
leewayhertz.com-AI in web3 How AI manifests in the world of web3.pdf
KristiLBurns
 
AI and ML in data integration
AI and ML in data integrationAI and ML in data integration
AI and ML in data integration
SoluLab1231
 
Data Annotation in Machine Learning – Key Challenges and How to Overcome Them
Data Annotation in Machine Learning – Key Challenges and How to Overcome ThemData Annotation in Machine Learning – Key Challenges and How to Overcome Them
Data Annotation in Machine Learning – Key Challenges and How to Overcome Them
Andrew Leo
 
Big Data LDN 2018: THE THIRD REVOLUTION IN ANALYTICS
Big Data LDN 2018: THE THIRD REVOLUTION IN ANALYTICSBig Data LDN 2018: THE THIRD REVOLUTION IN ANALYTICS
Big Data LDN 2018: THE THIRD REVOLUTION IN ANALYTICS
Matt Stubbs
 
Enterprise Systems - MS809
Enterprise Systems -   MS809Enterprise Systems -   MS809
Enterprise Systems - MS809
Diarmaid Ó Fátharta
 
Cloud Analytics Playbook
Cloud Analytics PlaybookCloud Analytics Playbook
Cloud Analytics Playbook
Booz Allen Hamilton
 
THE INTEGRATION OF ARTIFICIAL INTELLIGENCE INTO DATABASE SYSTEMS (AI-DB INTEG...
THE INTEGRATION OF ARTIFICIAL INTELLIGENCE INTO DATABASE SYSTEMS (AI-DB INTEG...THE INTEGRATION OF ARTIFICIAL INTELLIGENCE INTO DATABASE SYSTEMS (AI-DB INTEG...
THE INTEGRATION OF ARTIFICIAL INTELLIGENCE INTO DATABASE SYSTEMS (AI-DB INTEG...
IJCI JOURNAL
 
aiproject.pptx
aiproject.pptxaiproject.pptx
aiproject.pptx
KamleshParihar12
 

Similar to [DSC Croatia 22] The future of database - Renato Telen (20)

How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...
How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...
How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...
 
2016 Strata Conference New York - Vendor Briefings
2016 Strata Conference New York - Vendor Briefings2016 Strata Conference New York - Vendor Briefings
2016 Strata Conference New York - Vendor Briefings
 
How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...
How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...
How Data Annotation is Beneficial for Artificial Intelligence and Machine Lea...
 
Vendor comparisons: the end game in business intelligence
Vendor comparisons: the end game in business intelligenceVendor comparisons: the end game in business intelligence
Vendor comparisons: the end game in business intelligence
 
Maximize the Value of Your Data: Neo4j Graph Data Platform
Maximize the Value of Your Data: Neo4j Graph Data PlatformMaximize the Value of Your Data: Neo4j Graph Data Platform
Maximize the Value of Your Data: Neo4j Graph Data Platform
 
The Cloud Analytics Reference Architecture: Harnessing Big Data to Solve Comp...
The Cloud Analytics Reference Architecture: Harnessing Big Data to Solve Comp...The Cloud Analytics Reference Architecture: Harnessing Big Data to Solve Comp...
The Cloud Analytics Reference Architecture: Harnessing Big Data to Solve Comp...
 
SegmentOfOne
SegmentOfOneSegmentOfOne
SegmentOfOne
 
Cognitive Computing - A Primer
Cognitive Computing - A PrimerCognitive Computing - A Primer
Cognitive Computing - A Primer
 
AI Trends.pdf
AI Trends.pdfAI Trends.pdf
AI Trends.pdf
 
unit_5.pdf
unit_5.pdfunit_5.pdf
unit_5.pdf
 
Future of work machine learning and middle level jobs 112618
Future of work machine learning and middle level jobs 112618Future of work machine learning and middle level jobs 112618
Future of work machine learning and middle level jobs 112618
 
The Future of Data Science: Emerging Trends and Technologies
The Future of Data Science: Emerging Trends and TechnologiesThe Future of Data Science: Emerging Trends and Technologies
The Future of Data Science: Emerging Trends and Technologies
 
leewayhertz.com-AI in web3 How AI manifests in the world of web3.pdf
leewayhertz.com-AI in web3 How AI manifests in the world of web3.pdfleewayhertz.com-AI in web3 How AI manifests in the world of web3.pdf
leewayhertz.com-AI in web3 How AI manifests in the world of web3.pdf
 
AI and ML in data integration
AI and ML in data integrationAI and ML in data integration
AI and ML in data integration
 
Data Annotation in Machine Learning – Key Challenges and How to Overcome Them
Data Annotation in Machine Learning – Key Challenges and How to Overcome ThemData Annotation in Machine Learning – Key Challenges and How to Overcome Them
Data Annotation in Machine Learning – Key Challenges and How to Overcome Them
 
Big Data LDN 2018: THE THIRD REVOLUTION IN ANALYTICS
Big Data LDN 2018: THE THIRD REVOLUTION IN ANALYTICSBig Data LDN 2018: THE THIRD REVOLUTION IN ANALYTICS
Big Data LDN 2018: THE THIRD REVOLUTION IN ANALYTICS
 
Enterprise Systems - MS809
Enterprise Systems -   MS809Enterprise Systems -   MS809
Enterprise Systems - MS809
 
Cloud Analytics Playbook
Cloud Analytics PlaybookCloud Analytics Playbook
Cloud Analytics Playbook
 
THE INTEGRATION OF ARTIFICIAL INTELLIGENCE INTO DATABASE SYSTEMS (AI-DB INTEG...
THE INTEGRATION OF ARTIFICIAL INTELLIGENCE INTO DATABASE SYSTEMS (AI-DB INTEG...THE INTEGRATION OF ARTIFICIAL INTELLIGENCE INTO DATABASE SYSTEMS (AI-DB INTEG...
THE INTEGRATION OF ARTIFICIAL INTELLIGENCE INTO DATABASE SYSTEMS (AI-DB INTEG...
 
aiproject.pptx
aiproject.pptxaiproject.pptx
aiproject.pptx
 

More from DataScienceConferenc1

[DSC MENA 24] Mostafa_Essa_-_Ai_and_cloud.pdf
[DSC MENA 24] Mostafa_Essa_-_Ai_and_cloud.pdf[DSC MENA 24] Mostafa_Essa_-_Ai_and_cloud.pdf
[DSC MENA 24] Mostafa_Essa_-_Ai_and_cloud.pdf
DataScienceConferenc1
 
[DSC MENA 24] Yasser_El_Bendary - How NLP & LLMs model can excel in comprehen...
[DSC MENA 24] Yasser_El_Bendary - How NLP & LLMs model can excel in comprehen...[DSC MENA 24] Yasser_El_Bendary - How NLP & LLMs model can excel in comprehen...
[DSC MENA 24] Yasser_El_Bendary - How NLP & LLMs model can excel in comprehen...
DataScienceConferenc1
 
[DSC MENA 24] Medhat_Kandil - Empowering Egypt's AI & Biotechnology Scenes.pdf
[DSC MENA 24] Medhat_Kandil - Empowering Egypt's AI & Biotechnology Scenes.pdf[DSC MENA 24] Medhat_Kandil - Empowering Egypt's AI & Biotechnology Scenes.pdf
[DSC MENA 24] Medhat_Kandil - Empowering Egypt's AI & Biotechnology Scenes.pdf
DataScienceConferenc1
 
[DSC MENA 24] Youssef_Kamal - Data governance and quality.pdf
[DSC MENA 24] Youssef_Kamal - Data governance and quality.pdf[DSC MENA 24] Youssef_Kamal - Data governance and quality.pdf
[DSC MENA 24] Youssef_Kamal - Data governance and quality.pdf
DataScienceConferenc1
 
[DSC MENA 24] Abdelrahman_Ghallab_-_Data_Product_mgmt.pdf
[DSC MENA 24] Abdelrahman_Ghallab_-_Data_Product_mgmt.pdf[DSC MENA 24] Abdelrahman_Ghallab_-_Data_Product_mgmt.pdf
[DSC MENA 24] Abdelrahman_Ghallab_-_Data_Product_mgmt.pdf
DataScienceConferenc1
 
[DSC MENA 24] Asmaa_Eltaher_-_Innovation_Beyond_Brainstorming.pptx
[DSC MENA 24] Asmaa_Eltaher_-_Innovation_Beyond_Brainstorming.pptx[DSC MENA 24] Asmaa_Eltaher_-_Innovation_Beyond_Brainstorming.pptx
[DSC MENA 24] Asmaa_Eltaher_-_Innovation_Beyond_Brainstorming.pptx
DataScienceConferenc1
 
[DSC MENA 24] Muhammad_Ezzat_-_Sustianable_Growth_Empowerment.pdf
[DSC MENA 24] Muhammad_Ezzat_-_Sustianable_Growth_Empowerment.pdf[DSC MENA 24] Muhammad_Ezzat_-_Sustianable_Growth_Empowerment.pdf
[DSC MENA 24] Muhammad_Ezzat_-_Sustianable_Growth_Empowerment.pdf
DataScienceConferenc1
 
[DSC MENA 24] Basma_Rady_-_Building_a_Data_Driven_Culture_in_Your_Organizatio...
[DSC MENA 24] Basma_Rady_-_Building_a_Data_Driven_Culture_in_Your_Organizatio...[DSC MENA 24] Basma_Rady_-_Building_a_Data_Driven_Culture_in_Your_Organizatio...
[DSC MENA 24] Basma_Rady_-_Building_a_Data_Driven_Culture_in_Your_Organizatio...
DataScienceConferenc1
 
[DSC MENA 24] Ahmed_Muselhy_-_Unveiling-the-Secrets-of-AI-in-Hiring.pdf
[DSC MENA 24] Ahmed_Muselhy_-_Unveiling-the-Secrets-of-AI-in-Hiring.pdf[DSC MENA 24] Ahmed_Muselhy_-_Unveiling-the-Secrets-of-AI-in-Hiring.pdf
[DSC MENA 24] Ahmed_Muselhy_-_Unveiling-the-Secrets-of-AI-in-Hiring.pdf
DataScienceConferenc1
 
[DSC MENA 24] Ziad_Diab_-_Data-Driven_Disruption_-_The_Role_of_Data_Strategy_...
[DSC MENA 24] Ziad_Diab_-_Data-Driven_Disruption_-_The_Role_of_Data_Strategy_...[DSC MENA 24] Ziad_Diab_-_Data-Driven_Disruption_-_The_Role_of_Data_Strategy_...
[DSC MENA 24] Ziad_Diab_-_Data-Driven_Disruption_-_The_Role_of_Data_Strategy_...
DataScienceConferenc1
 
[DSC MENA 24] Mohammad_Essam_- Leveraging Scene Graphs for Generative AI and ...
[DSC MENA 24] Mohammad_Essam_- Leveraging Scene Graphs for Generative AI and ...[DSC MENA 24] Mohammad_Essam_- Leveraging Scene Graphs for Generative AI and ...
[DSC MENA 24] Mohammad_Essam_- Leveraging Scene Graphs for Generative AI and ...
DataScienceConferenc1
 
[DSC MENA 24] Ahmed_Fahmy - Navigating the Future.pdf
[DSC MENA 24] Ahmed_Fahmy - Navigating the Future.pdf[DSC MENA 24] Ahmed_Fahmy - Navigating the Future.pdf
[DSC MENA 24] Ahmed_Fahmy - Navigating the Future.pdf
DataScienceConferenc1
 
[DSC MENA 24] Hany_Saad_Gheit_-_Azure_OpenAI_service.pptx
[DSC MENA 24] Hany_Saad_Gheit_-_Azure_OpenAI_service.pptx[DSC MENA 24] Hany_Saad_Gheit_-_Azure_OpenAI_service.pptx
[DSC MENA 24] Hany_Saad_Gheit_-_Azure_OpenAI_service.pptx
DataScienceConferenc1
 
[DSC MENA 24] Nezar_El_Kady_-_From_Turing_to_Transformers__Navigating_the_AI_...
[DSC MENA 24] Nezar_El_Kady_-_From_Turing_to_Transformers__Navigating_the_AI_...[DSC MENA 24] Nezar_El_Kady_-_From_Turing_to_Transformers__Navigating_the_AI_...
[DSC MENA 24] Nezar_El_Kady_-_From_Turing_to_Transformers__Navigating_the_AI_...
DataScienceConferenc1
 
[DSC MENA 24] Amira_Abdelaziz_-_AI_in_Financial_Services.pptx
[DSC MENA 24] Amira_Abdelaziz_-_AI_in_Financial_Services.pptx[DSC MENA 24] Amira_Abdelaziz_-_AI_in_Financial_Services.pptx
[DSC MENA 24] Amira_Abdelaziz_-_AI_in_Financial_Services.pptx
DataScienceConferenc1
 
[DSC MENA 24] Omar_Ossama - My Journey from the Field of Oil & Gas, to the Ex...
[DSC MENA 24] Omar_Ossama - My Journey from the Field of Oil & Gas, to the Ex...[DSC MENA 24] Omar_Ossama - My Journey from the Field of Oil & Gas, to the Ex...
[DSC MENA 24] Omar_Ossama - My Journey from the Field of Oil & Gas, to the Ex...
DataScienceConferenc1
 
[DSC MENA 24] Ramy_Agieb_-_Advancements_in_Artificial_Intelligence_for_Cybers...
[DSC MENA 24] Ramy_Agieb_-_Advancements_in_Artificial_Intelligence_for_Cybers...[DSC MENA 24] Ramy_Agieb_-_Advancements_in_Artificial_Intelligence_for_Cybers...
[DSC MENA 24] Ramy_Agieb_-_Advancements_in_Artificial_Intelligence_for_Cybers...
DataScienceConferenc1
 
[DSC MENA 24] Sohaila_Diab_-_Lets_Talk_Gen_AI_Presentation.pptx
[DSC MENA 24] Sohaila_Diab_-_Lets_Talk_Gen_AI_Presentation.pptx[DSC MENA 24] Sohaila_Diab_-_Lets_Talk_Gen_AI_Presentation.pptx
[DSC MENA 24] Sohaila_Diab_-_Lets_Talk_Gen_AI_Presentation.pptx
DataScienceConferenc1
 
[DSC MENA 24] Amal_Elgammal_-_QUALITOP_presentation.pptx
[DSC MENA 24] Amal_Elgammal_-_QUALITOP_presentation.pptx[DSC MENA 24] Amal_Elgammal_-_QUALITOP_presentation.pptx
[DSC MENA 24] Amal_Elgammal_-_QUALITOP_presentation.pptx
DataScienceConferenc1
 
[DSC MENA 24] Abdelrahman_Sleem_-_AI_For_Marketing_DSC.pdf
[DSC MENA 24] Abdelrahman_Sleem_-_AI_For_Marketing_DSC.pdf[DSC MENA 24] Abdelrahman_Sleem_-_AI_For_Marketing_DSC.pdf
[DSC MENA 24] Abdelrahman_Sleem_-_AI_For_Marketing_DSC.pdf
DataScienceConferenc1
 

More from DataScienceConferenc1 (20)

[DSC MENA 24] Mostafa_Essa_-_Ai_and_cloud.pdf
[DSC MENA 24] Mostafa_Essa_-_Ai_and_cloud.pdf[DSC MENA 24] Mostafa_Essa_-_Ai_and_cloud.pdf
[DSC MENA 24] Mostafa_Essa_-_Ai_and_cloud.pdf
 
[DSC MENA 24] Yasser_El_Bendary - How NLP & LLMs model can excel in comprehen...
[DSC MENA 24] Yasser_El_Bendary - How NLP & LLMs model can excel in comprehen...[DSC MENA 24] Yasser_El_Bendary - How NLP & LLMs model can excel in comprehen...
[DSC MENA 24] Yasser_El_Bendary - How NLP & LLMs model can excel in comprehen...
 
[DSC MENA 24] Medhat_Kandil - Empowering Egypt's AI & Biotechnology Scenes.pdf
[DSC MENA 24] Medhat_Kandil - Empowering Egypt's AI & Biotechnology Scenes.pdf[DSC MENA 24] Medhat_Kandil - Empowering Egypt's AI & Biotechnology Scenes.pdf
[DSC MENA 24] Medhat_Kandil - Empowering Egypt's AI & Biotechnology Scenes.pdf
 
[DSC MENA 24] Youssef_Kamal - Data governance and quality.pdf
[DSC MENA 24] Youssef_Kamal - Data governance and quality.pdf[DSC MENA 24] Youssef_Kamal - Data governance and quality.pdf
[DSC MENA 24] Youssef_Kamal - Data governance and quality.pdf
 
[DSC MENA 24] Abdelrahman_Ghallab_-_Data_Product_mgmt.pdf
[DSC MENA 24] Abdelrahman_Ghallab_-_Data_Product_mgmt.pdf[DSC MENA 24] Abdelrahman_Ghallab_-_Data_Product_mgmt.pdf
[DSC MENA 24] Abdelrahman_Ghallab_-_Data_Product_mgmt.pdf
 
[DSC MENA 24] Asmaa_Eltaher_-_Innovation_Beyond_Brainstorming.pptx
[DSC MENA 24] Asmaa_Eltaher_-_Innovation_Beyond_Brainstorming.pptx[DSC MENA 24] Asmaa_Eltaher_-_Innovation_Beyond_Brainstorming.pptx
[DSC MENA 24] Asmaa_Eltaher_-_Innovation_Beyond_Brainstorming.pptx
 
[DSC MENA 24] Muhammad_Ezzat_-_Sustianable_Growth_Empowerment.pdf
[DSC MENA 24] Muhammad_Ezzat_-_Sustianable_Growth_Empowerment.pdf[DSC MENA 24] Muhammad_Ezzat_-_Sustianable_Growth_Empowerment.pdf
[DSC MENA 24] Muhammad_Ezzat_-_Sustianable_Growth_Empowerment.pdf
 
[DSC MENA 24] Basma_Rady_-_Building_a_Data_Driven_Culture_in_Your_Organizatio...
[DSC MENA 24] Basma_Rady_-_Building_a_Data_Driven_Culture_in_Your_Organizatio...[DSC MENA 24] Basma_Rady_-_Building_a_Data_Driven_Culture_in_Your_Organizatio...
[DSC MENA 24] Basma_Rady_-_Building_a_Data_Driven_Culture_in_Your_Organizatio...
 
[DSC MENA 24] Ahmed_Muselhy_-_Unveiling-the-Secrets-of-AI-in-Hiring.pdf
[DSC MENA 24] Ahmed_Muselhy_-_Unveiling-the-Secrets-of-AI-in-Hiring.pdf[DSC MENA 24] Ahmed_Muselhy_-_Unveiling-the-Secrets-of-AI-in-Hiring.pdf
[DSC MENA 24] Ahmed_Muselhy_-_Unveiling-the-Secrets-of-AI-in-Hiring.pdf
 
[DSC MENA 24] Ziad_Diab_-_Data-Driven_Disruption_-_The_Role_of_Data_Strategy_...
[DSC MENA 24] Ziad_Diab_-_Data-Driven_Disruption_-_The_Role_of_Data_Strategy_...[DSC MENA 24] Ziad_Diab_-_Data-Driven_Disruption_-_The_Role_of_Data_Strategy_...
[DSC MENA 24] Ziad_Diab_-_Data-Driven_Disruption_-_The_Role_of_Data_Strategy_...
 
[DSC MENA 24] Mohammad_Essam_- Leveraging Scene Graphs for Generative AI and ...
[DSC MENA 24] Mohammad_Essam_- Leveraging Scene Graphs for Generative AI and ...[DSC MENA 24] Mohammad_Essam_- Leveraging Scene Graphs for Generative AI and ...
[DSC MENA 24] Mohammad_Essam_- Leveraging Scene Graphs for Generative AI and ...
 
[DSC MENA 24] Ahmed_Fahmy - Navigating the Future.pdf
[DSC MENA 24] Ahmed_Fahmy - Navigating the Future.pdf[DSC MENA 24] Ahmed_Fahmy - Navigating the Future.pdf
[DSC MENA 24] Ahmed_Fahmy - Navigating the Future.pdf
 
[DSC MENA 24] Hany_Saad_Gheit_-_Azure_OpenAI_service.pptx
[DSC MENA 24] Hany_Saad_Gheit_-_Azure_OpenAI_service.pptx[DSC MENA 24] Hany_Saad_Gheit_-_Azure_OpenAI_service.pptx
[DSC MENA 24] Hany_Saad_Gheit_-_Azure_OpenAI_service.pptx
 
[DSC MENA 24] Nezar_El_Kady_-_From_Turing_to_Transformers__Navigating_the_AI_...
[DSC MENA 24] Nezar_El_Kady_-_From_Turing_to_Transformers__Navigating_the_AI_...[DSC MENA 24] Nezar_El_Kady_-_From_Turing_to_Transformers__Navigating_the_AI_...
[DSC MENA 24] Nezar_El_Kady_-_From_Turing_to_Transformers__Navigating_the_AI_...
 
[DSC MENA 24] Amira_Abdelaziz_-_AI_in_Financial_Services.pptx
[DSC MENA 24] Amira_Abdelaziz_-_AI_in_Financial_Services.pptx[DSC MENA 24] Amira_Abdelaziz_-_AI_in_Financial_Services.pptx
[DSC MENA 24] Amira_Abdelaziz_-_AI_in_Financial_Services.pptx
 
[DSC MENA 24] Omar_Ossama - My Journey from the Field of Oil & Gas, to the Ex...
[DSC MENA 24] Omar_Ossama - My Journey from the Field of Oil & Gas, to the Ex...[DSC MENA 24] Omar_Ossama - My Journey from the Field of Oil & Gas, to the Ex...
[DSC MENA 24] Omar_Ossama - My Journey from the Field of Oil & Gas, to the Ex...
 
[DSC MENA 24] Ramy_Agieb_-_Advancements_in_Artificial_Intelligence_for_Cybers...
[DSC MENA 24] Ramy_Agieb_-_Advancements_in_Artificial_Intelligence_for_Cybers...[DSC MENA 24] Ramy_Agieb_-_Advancements_in_Artificial_Intelligence_for_Cybers...
[DSC MENA 24] Ramy_Agieb_-_Advancements_in_Artificial_Intelligence_for_Cybers...
 
[DSC MENA 24] Sohaila_Diab_-_Lets_Talk_Gen_AI_Presentation.pptx
[DSC MENA 24] Sohaila_Diab_-_Lets_Talk_Gen_AI_Presentation.pptx[DSC MENA 24] Sohaila_Diab_-_Lets_Talk_Gen_AI_Presentation.pptx
[DSC MENA 24] Sohaila_Diab_-_Lets_Talk_Gen_AI_Presentation.pptx
 
[DSC MENA 24] Amal_Elgammal_-_QUALITOP_presentation.pptx
[DSC MENA 24] Amal_Elgammal_-_QUALITOP_presentation.pptx[DSC MENA 24] Amal_Elgammal_-_QUALITOP_presentation.pptx
[DSC MENA 24] Amal_Elgammal_-_QUALITOP_presentation.pptx
 
[DSC MENA 24] Abdelrahman_Sleem_-_AI_For_Marketing_DSC.pdf
[DSC MENA 24] Abdelrahman_Sleem_-_AI_For_Marketing_DSC.pdf[DSC MENA 24] Abdelrahman_Sleem_-_AI_For_Marketing_DSC.pdf
[DSC MENA 24] Abdelrahman_Sleem_-_AI_For_Marketing_DSC.pdf
 

Recently uploaded

State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023
kuntobimo2016
 
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
u86oixdj
 
一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理
aqzctr7x
 
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
mzpolocfi
 
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
apvysm8
 
University of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma TranscriptUniversity of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma Transcript
soxrziqu
 
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
ahzuo
 
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataPredictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Kiwi Creative
 
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Aggregage
 
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
dwreak4tg
 
Challenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more importantChallenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more important
Sm321
 
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
u86oixdj
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
Timothy Spann
 
Everything you wanted to know about LIHTC
Everything you wanted to know about LIHTCEverything you wanted to know about LIHTC
Everything you wanted to know about LIHTC
Roger Valdez
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
74nqk8xf
 
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
一比一原版(UofS毕业证书)萨省大学毕业证如何办理一比一原版(UofS毕业证书)萨省大学毕业证如何办理
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
v3tuleee
 
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
bopyb
 
Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...
Bill641377
 
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
nuttdpt
 
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
Social Samosa
 

Recently uploaded (20)

State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023
 
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
 
一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理
 
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
 
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
 
University of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma TranscriptUniversity of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma Transcript
 
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
 
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataPredictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
 
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
 
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
 
Challenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more importantChallenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more important
 
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
 
Everything you wanted to know about LIHTC
Everything you wanted to know about LIHTCEverything you wanted to know about LIHTC
Everything you wanted to know about LIHTC
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
 
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
一比一原版(UofS毕业证书)萨省大学毕业证如何办理一比一原版(UofS毕业证书)萨省大学毕业证如何办理
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
 
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
 
Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...
 
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
 
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
 

[DSC Croatia 22] The future of database - Renato Telen

  • 1. The future of database and some other smaltalk Renato Telen
  • 2.
  • 3. A brief history of databases
  • 5.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14. Augmented analytics Using machine learning and AI, augmented analytics is considered as a disrupter in the data and analytics market because it will transform how analytics content is developed, consumed and shared.
  • 15. Augmented data management Augmented data management utilises machine learning capabilities and AI technology to make data management categories including data quality, master data management, metadata management, data integration as well as database management systems (DBMSs) self- configuring and self-tuning.
  • 16. Continous intelligence Continuous data is more than a new way to say real-time data. Instead, it’s about a design pattern where real-time analytics are combined with business operations, processing current and historical data to prescribe actions in response to events.
  • 17. Explainable AI AI is already being increasingly used in data management, but how do AI solutions explain why they came to certain conclusions? This is where explainable AI comes in. Explainable AI in data science and ML platforms is about generating an explanation of data models in terms of accuracy, attributes, model statistics and features in natural language.
  • 18. Graph Graph analytics is a set of analytic techniques that help enterprises explore the relationships between entities of interest such as transactions, processes and staff. The application of graph processing and graph database management systems will grow at 100% annually through 2022.
  • 19. Data fabric Data fabric is all about a single and consistent data management framework. It looks at enabling frictionless access and sharing of data in a distributed data environment as opposed to siloed storage.
  • 20. NLP/ conversational analytics By 2023, 50% of analytical queries will be generated via search, natural language processing (NLP) or voice, or will be automatically generated. The need to analyse complex combinations of data and to make analytics accessible to everyone in the organisation will drive broader adoption, allowing analytics tools to be as easy as a search interface or a conversation with a virtual assistant.
  • 21. Commercial AI and ML By 2023, 75% of new end-user solutions leveraging ML and AI techniques will be built with commercial solutions rather than open source platforms. Commercial vendors have created connectors into the Open Source ecosystem, and they provide organisations with features necessary to scale and democratise AI and ML such as project and model management, transparency, reuse, data lineage, platform cohesiveness and integration that Open Source technologies lack.
  • 22. Ledger technologies Distributed ledger technologies such as blockchain are looking promising in the area of data analytics due to the possibility that they provide decentralised trust across a network of untrusted participants.