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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

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

  • 1. The future of database and some other smaltalk Renato Telen
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  • 3. A brief history of databases
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  • 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.