Can an intelligent system exist without awareness? BDS18

•Download as PPTX, PDF•

0 likes•518 views

Marco Baena, Head of AI at Stratio, presented at Big Data Spain 2018 "Can an intelligent system exist without awareness?" Description: Is a system without awareness a truly intelligent system? Here he showed why it is a mandatory approach to pursue awareness and how an Awareness-Centric model is the key of any competitive modern business. In addition to this, he also showed the technical benefits of such systems and how Stratio proposal is a reference when following this model.

Technology

stratio.com
Can an intelligent system
exist without awareness?
Marco Baena

Cananintelligentsystemexistwithoutawareness?
stratio.com
Intelligence is the ability to achieve
goals in the face of obstacles by means
of decisions based on rational (truth-
obeying) rules.
Steven Pinker

Cananintelligentsystemexistwithoutawareness?
stratio.com
Definitions will be a challenge since
every person has a different one.
Intelligence and Consciousness

Cananintelligentsystemexistwithoutawareness?
Which scenarios are more
intelligent?.

stratio.com
Cananintelligentsystemexistwithoutawareness?
Google's artificial intelligence program, AlphaGo,
won for the second time a master of the ancient
Chinese strategy game Go. The system did this
without using historical data.
According to Google there are more potential
positions in a Go game than atoms in the
universe.
Chinese
Game Go
01
“AlphaGo made some moves which were
opposite from my vision of how to maximize the
possibility of winning”

stratio.com
02
Cananintelligentsystemexistwithoutawareness?
Boston Dynamics Robot Dog have learned how to
open doors for said friends.
A robot is seen struggling to get past a locked
door.
Once opened, the robot keeps the door for a
second robot to pass. It is not known if the robots
act autonomously or if someone is controlling their
movements behind the scenes.
Hey Buddy, Can
you Give Me a
Hand

stratio.com
03
Cananintelligentsystemexistwithoutawareness?
A vehicle that takes missions like going from
point A to point B, making necessary decisions
under not known scenarios.
It knows about itself, the surroundings and the
relationship between them.
Self Driving Car

Cananintelligentsystemexistwithoutawareness?
stratio.com
What are their differences?
Which one is a more “Intelligent” system?

Cananintelligentsystemexistwithoutawareness?
stratio.com
Awareness in a system
implies…
Awareness

The system has objectives,
Driven by objectives

Systems should have
capabilities, not services or
programs.

Ability to manage resources
Ability to access data.
Ability to transform data into knowledge.
Ability to plan.
Ability ...

The search something bigger than us,
should be a discovery path.

Cananintelligentsystemexistwithoutawareness?
SpaceAI… in the path to awareness
discovery

Thanks.
Cananintelligentsystemexistwithoutawareness?
stratio.com

Similar to Can an intelligent system exist without awareness? BDS18

Ashish research paper

ashish_herat

Ethics for the machines altitude software

Altitude Software

AI, behind the scenes

Gwennael Gate

9.5 Theses on the Power and Efficacy of Gamification

Sebastian Deterding

Artificial Intelligence

Shubhi Chauhan

Intuition in Artificial Intelligence

Sabrina Chowdhury

Similar to Can an intelligent system exist without awareness? BDS18 (6)

Ashish research paper

Ethics for the machines altitude software

AI, behind the scenes

9.5 Theses on the Power and Efficacy of Gamification

Artificial Intelligence

Intuition in Artificial Intelligence

More from Stratio

On November 6th, we got together at Google Campus to talk about Mesos and DC/OS. Ignacio Mulas, Sparta & Spark Product Owner at Stratio, explained how to build an environment that can secure and govern its data for operational and analytical applications on top of DC/OS platform. He showed that analytical and machine learning pipelines can be combined with operational processes maintaining the security and providing governing tools to manage our data. He focused on the architecture and tools needed to achieve an ecosystem like this and we will show a demo of it. He also explained how we can develop our pipelines interactively with auto-discovered data catalogs and explore our results. Find out more: https://www.stratio.com/events/discover-how-to-deploy-a-secure-big-data-pipeline-with-dcos/

Mesos Meetup - Building an enterprise-ready analytics and operational ecosyst...

Stratio

Kafka and KSQL - Apache Kafka Meetup

Stratio

On July 19th, we got together at Google Campus to talk about how to increase and complete existing data to improve Machine Learning Models. Fernando Velasco, Data Scientist at Stratio, and Raúl de la Fuente, Presales at Stratio, talked about techniques of image processing like Data Augmentation and other more modern techniques that involve the use of Deep Learning models. More info: http://www.stratio.com/blog/events/planet-data-scientist-live-meet-the-wild-data/

Wild Data - The Data Science Meetup

Stratio

Using Kafka on Event-driven Microservices Architectures - Apache Kafka Meetup

Stratio

Within the use of Machine Learning models for prediction, one of the sets of techniques that stands out is the model combination. We will study these combinations with Fernando Velasco, Data Scientist at Stratio, who will explain what they are, why and when to use them. Two of the main general techniques will be explained: boosting and bagging and, finally, how to make feature selection through ensembles.

Ensemble methods in Machine Learning

Stratio

Looking to build Kappa architectures or SMACK applications or to use distributed technologies such as Spark, Kafka, Elasticsearch and Hadoop? Do you want to build your own data-centric platform? Are you lacking a development team with Scala and Spark skills? Are you managing to move towards full Digital Transformation? Have our questions stressed you out enough? Then you are ready for our latest release! Our next product release will include Sparta 2.0, ready to solve the above-mentioned issues. Stratio clients will be able to build Big Data processes and data pipeline workflows in minutes with an amazing UI, integrated with Spark, Kafka and several Big Data technologies. In this session, we will show how Sparta 2.0 and its workflow jobs are a key piece in a data-centric platform and how it is integrated with a PaaS (DC/OS). We will also show how Stratio has made sure all pieces within the platform, including Sparta 2.0 are secured. By: José Carlos García and Javier Yuste

Stratio Sparta 2.0

Stratio

A data-centric platform integrates multiple Big Data open source technologies. For example, at Stratio we use Spark, Kafka, Elastic search and many more. Most of these technologies do not offer native security. This lack of security, not only leaves companies open to critical risks like data leakage, unsecure communications or DoS attacks but is also a major barrier to complying with different regulations such as LOPD, PCI-DSS or the upcoming GDPR. This talk gives a technical and innovative overview of how companies can face the challenge of protecting the data and services that are in their data-centric platform, focusing on three main aspects: implementing network segmentation, managing AAA and securing data processing. By: Carlos Gómez

Big Data Security: Facing the challenge

Stratio

Our data lake is full of data, our Business intelligence is squeezing every byte of information and our operational applications are just great… why do I still feel I can do better? Having big data gives you a competitive advantage, but using big data in your daily operations will give you much more. Taking the best of both worlds, we aim for systems in which big data analysis is performed on operational data in real-time and our applications embed the extracted intelligence in their every-day operations. The good news is that combining both is perfectly possible using a data-centric approach together with well-known industry patterns and a few good practices. By: Nacho Mulas

Operationalizing Big Data

Stratio

Digital Transformation starts with data. What if a solution existed that put data at the center, in a single place, serving all applications around it? This training will include a demonstration in a distributed data-centric platform which provides a data intelligence layer, composed of artificial intelligence models able to make use of a whole company’s data. Nowadays, one of the most innovative techniques in the realm of artificial intelligence is Deep Neural Nets. Among the many applications, language modelling, machine translation and image generation are receiving particular attention. Deep nets are also powerful in predictive modelling ambits such as stock pricing and the energy industry. We will address a few case studies modeled with TensorFlow, running on Stratio’s data-centric product in a distributed cluster. By: Fernando Velasco

Artificial Intelligence on Data Centric Platform

Stratio

Introduction to Artificial Neural Networks

Stratio

By Loreto Fernández Costas and Adrián Doncel Gabaldó. Digital Transformation starts with data. What if a solution existed that put data at the center, in a single place, serving all applications around it – A distributed data centric solution that combined the operational and the informational, managed by a single data center operating system? This session will provide a detailed explanation of such a solution, bringing the concept of data centricity to life. We will cover the details of the array of open source technologies that come together to create a transformational solution to the historic problem of physical companies: From multiple data stores, distributed run-time engines and SQL engines based on Spark, to microservices, Machine Learning and Deep Learning Algorithms. Big Data 3.0 is just round the corner.

“A Distributed Operational and Informational Technological Stack”

Stratio

Apache Spark ya es una realidad en el mundo de la informática y ahora necesitamos no sólo saber de lo que la tecnología es capaz, necesitamos hacerlo productivo. Para ello necesitamos saber cómo poder auditar cada uno de sus procesos de una manera sencilla y sin necesidad de conocimientos destacados de esta tecnología. Jorge López-Malla muestra qué herramientas proporciona el propio framework de Apache Spark para poder monitorizar el rendimiento de los algoritmos y cómo sacarle partido para mejorar los jobs de Apache Spark, tanto streaming como batch, y ver qué magia hace SparkSQL cuando se quiere hacer un simple join.

Meetup: Cómo monitorizar y optimizar procesos de Spark usando la Spark Web - ...

Stratio

Hoy en día la combinación de modelos de Machine Learning es muy popular. En la mayoría de los concursos de kaggle, los primeros clasificados suelen emplear alguna variante de estas técnicas. Hablamos de qué nos lleva a emplearlas, cuándo y cómo. Nos centramos en las técnicas de resampleado, como bagging y boosting, trabajamos el implementado de un AdaBoost sencillo sobre árboles binarios, y finalmente, vemos una aplicación de Random Forest para selección de variables. More information: www.stratio.com https://www.youtube.com/StratioBD

Lunch&Learn: Combinación de modelos

Stratio

Los proyectos de Big Data han pasado de sus fases de POC, donde la seguridad ha sido, en el mejor de los casos, un aspecto secundario. Por ello las herramientas Big Data y más concretamente las usadas para procesar datos, deben ponerse al día en seguridad. Las herramientas como Spark, no están pensados para la seguridad. Por eso Abel y Jorge quieren compartir los hacks que han sido necesarios hacer a Spark para poder usar Kerberos para autenticarse contra servicios securizados.

Meetup: Spark + Kerberos

Stratio

Classification algorithms play an important role in different business areas, such as fraud detection, cross selling or customer behavior. In the business context, interpretability is a very desirable property, sometimes even a hard requirement. However, interpretable algorithms are usually outperformed by other non-interpretable algorithms such as Random Forest. In this talk Antonio Soriano and Mateo Alvarez presented a distributed implementation in Spark of the Logistic Model Tree (LMT) algorithm (Landwehr, et al. (2005). Machine Learning, 59(1-2), 161-205.), which consists of a decision tree with logistic classifiers in the leaves. While being highly interpretable, the LMT consistently performs equally or better than other popular algorithms in several performance metrics such as accuracy, precision/recall or area under the ROC curve.

Distributed Logistic Model Trees

Stratio

One of the top banks in Europe, needed a system to provide better performance, scaling almost linearly with the increase in information to be analyzed, and allowing to move the processes that were currently being executed in the Host to a Big Data infrastructure. During a year we've worked on a system which is able to provide greater agility, flexibility and simplicity for the user to view information when profiling and is now able to analyze the structure of profile data. It's a powerful way to make online queries to a graph database, which is integrated with Apache Spark and different graph libraries. Basically, we get all the necessary information through Cypher queries which are sent to a Neo4j database. Using the last Big Data technologies like Spark Dataframe, HDFS, Stratio Intelligence or Stratio Crossdata, we have developed a solution which is able to obtain critical information for multiple datasources like text files o graph databases.

Multiplaform Solution for Graph Datasources

Stratio

Stratio’s Cassandra Lucene Index, derived from Stratio Cassandra, is an open sourced plugin for Apache Cassandra that extends its index functionality to provide near real time search such as ElasticSearch or Solr, including full text search capabilities and free multivariable, geospatial and bitemporal search. It is achieved through an Apache Lucene based implementation of Cassandra secondary indexes, where each node of the cluster indexes its own data. Stratio’s Cassandra indexes are one of the core modules on which Stratio’s BigData platform is based. Andres de la Peña discusses the recently added geospatial search features in Stratio's Cassandra Lucene index using some Nephila Capital use cases. These new features include indexing complex polygons, nearest neighbour search, and the application of chained geometrical transformations such as bounding box, convex hull, centroid, union, intersection, exclusion and distance buffer.

Stratio's Cassandra Lucene index: Geospatial use cases - Big Data Spain 2016

Stratio

[Strata] Sparkta

Stratio

Introduction to Asynchronous scala

Stratio

Functional programming in scala

Stratio

More from Stratio (20)

Mesos Meetup - Building an enterprise-ready analytics and operational ecosyst...

Kafka and KSQL - Apache Kafka Meetup

Wild Data - The Data Science Meetup

Using Kafka on Event-driven Microservices Architectures - Apache Kafka Meetup

Ensemble methods in Machine Learning

Stratio Sparta 2.0

Big Data Security: Facing the challenge

Operationalizing Big Data

Artificial Intelligence on Data Centric Platform

Introduction to Artificial Neural Networks

“A Distributed Operational and Informational Technological Stack”

Meetup: Cómo monitorizar y optimizar procesos de Spark usando la Spark Web - ...

Lunch&Learn: Combinación de modelos

Meetup: Spark + Kerberos

Distributed Logistic Model Trees

Multiplaform Solution for Graph Datasources

Stratio's Cassandra Lucene index: Geospatial use cases - Big Data Spain 2016

[Strata] Sparkta

Introduction to Asynchronous scala

Functional programming in scala

Recently uploaded

2024: Domino Containers - The Next Step. News from the Domino Container commu...

Martijn de Jong

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.

Powerful Google developer tools for immediate impact! (2023-24 C)

wesley chun

Boost Fertility New Invention Ups Success Rates.pdf

sudhanshuwaghmare1

EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER

MadyBayot

In the thrilling conclusion to 2023, ransomware groups had a banner year, really outdoing themselves in the "make everyone's life miserable" department. LockBit 3.0 took gold in the hacking olympics, followed by the plucky upstarts Clop and ALPHV/BlackCat. Apparently, 48% of organizations were feeling left out and decided to get in on the cyber attack action. Business services won the "most likely to get digitally mugged" award, with education and retail nipping at their heels. Hackers expanded their repertoire beyond boring old encryption to the much more exciting world of extortion. The US, UK and Canada took top honors in the "countries most likely to pay up" category. Bitcoins were the currency of choice for discerning hackers, because who doesn't love untraceable money?

Ransomware_Q4_2023. The report. [EN].pdf

Overkill Security

Scaling API-first – The story of a global engineering organization Ian Reasor, Senior Computer Scientist - Adobe Radu Cotescu, Senior Computer Scientist - Adobe Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe

apidays

ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke

Product Anonymous

Accelerating FinTech Innovation: Unleashing API Economy and GenAI Vasa Krishnan, Chief Technology Officer - FinResults Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...

apidays

Modernizing Securities Finance: The cloud-native prime brokerage platform transforming capital markets. Madhu Subbu, Managing Director, Head of Securities Finance Engineering Apidays Singapore 2024: Connecting Customers, Business and Technology (April 17 & 18, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu

apidays

AWS Community Day CPH - Three problems of Terraform

Andrey Devyatkin

Artificial Intelligence Chap.5 : Uncertainty

Khushali Kathiriya

AXA XL - Insurer Innovation Award Americas 2024

The Digital Insurer

Architecting Cloud Native Applications

WSO2

Building Digital Trust in a Digital Economy Veronica Tan, Director - Cyber Security Agency of Singapore Apidays Singapore 2024: Connecting Customers, Business and Technology (April 17 & 18, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...

apidays

The value of a flexible API Management solution for Open Banking Steve Melan, Manager for IT Innovation and Architecture - State's and Saving's Bank of Luxembourg Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays New York 2024 - The value of a flexible API Management solution for O...

apidays

Axa Assurance Maroc - Insurer Innovation Award 2024

The Digital Insurer

Created by Mozilla Research in 2012 and now part of Linux Foundation Europe, the Servo project is an experimental rendering engine written in Rust. It combines memory safety and concurrency to create an independent, modular, and embeddable rendering engine that adheres to web standards. Stewardship of Servo moved from Mozilla Research to the Linux Foundation in 2020, where its mission remains unchanged. After some slow years, in 2023 there has been renewed activity on the project, with a roadmap now focused on improving the engine’s CSS 2 conformance, exploring Android support, and making Servo a practical embeddable rendering engine. In this presentation, Rakhi Sharma reviews the status of the project, our recent developments in 2023, our collaboration with Tauri to make Servo an easy-to-use embeddable rendering engine, and our plans for the future to make Servo an alternative web rendering engine for the embedded devices industry. (c) Embedded Open Source Summit 2024 April 16-18, 2024 Seattle, Washington (US) https://events.linuxfoundation.org/embedded-open-source-summit/ https://ossna2024.sched.com/event/1aBNF/a-year-of-servo-reboot-where-are-we-now-rakhi-sharma-igalia

A Year of the Servo Reboot: Where Are We Now?

Igalia

The Good, the Bad and the Governed - Why is governance a dirty word? David O'Neill, Chief Operating Officer - APIContext Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...

apidays

presentation ICT roal in 21st century education

jfdjdjcjdnsjd

Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood

Juan lago vázquez

Recently uploaded (20)

2024: Domino Containers - The Next Step. News from the Domino Container commu...

Powerful Google developer tools for immediate impact! (2023-24 C)

Boost Fertility New Invention Ups Success Rates.pdf

EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER

Ransomware_Q4_2023. The report. [EN].pdf

Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe

ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke

Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...

Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu

AWS Community Day CPH - Three problems of Terraform

Artificial Intelligence Chap.5 : Uncertainty

AXA XL - Insurer Innovation Award Americas 2024

Architecting Cloud Native Applications

Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...

Apidays New York 2024 - The value of a flexible API Management solution for O...

Axa Assurance Maroc - Insurer Innovation Award 2024

A Year of the Servo Reboot: Where Are We Now?

Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...

presentation ICT roal in 21st century education

Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood

Can an intelligent system exist without awareness? BDS18

1. stratio.com Can an intelligent system exist without awareness? Marco Baena

2. Cananintelligentsystemexistwithoutawareness? stratio.com Intelligence is the ability to achieve goals in the face of obstacles by means of decisions based on rational (truth- obeying) rules. Steven Pinker

3. Cananintelligentsystemexistwithoutawareness? stratio.com Definitions will be a challenge since every person has a different one. Intelligence and Consciousness

4. Cananintelligentsystemexistwithoutawareness? Which scenarios are more intelligent?.

5. stratio.com Cananintelligentsystemexistwithoutawareness? Google's artificial intelligence program, AlphaGo, won for the second time a master of the ancient Chinese strategy game Go. The system did this without using historical data. According to Google there are more potential positions in a Go game than atoms in the universe. Chinese Game Go 01 “AlphaGo made some moves which were opposite from my vision of how to maximize the possibility of winning”

6. stratio.com 02 Cananintelligentsystemexistwithoutawareness? Boston Dynamics Robot Dog have learned how to open doors for said friends. A robot is seen struggling to get past a locked door. Once opened, the robot keeps the door for a second robot to pass. It is not known if the robots act autonomously or if someone is controlling their movements behind the scenes. Hey Buddy, Can you Give Me a Hand

7. stratio.com 03 Cananintelligentsystemexistwithoutawareness? A vehicle that takes missions like going from point A to point B, making necessary decisions under not known scenarios. It knows about itself, the surroundings and the relationship between them. Self Driving Car

8. Cananintelligentsystemexistwithoutawareness? stratio.com What are their differences? Which one is a more “Intelligent” system?

9. Cananintelligentsystemexistwithoutawareness? stratio.com Awareness in a system implies… Awareness

10. The system has objectives, Driven by objectives

11. Systems should have capabilities, not services or programs.

12. Ability to manage resources Ability to access data. Ability to transform data into knowledge. Ability to plan. Ability ...

13. The search something bigger than us, should be a discovery path.

14. Cananintelligentsystemexistwithoutawareness? SpaceAI… in the path to awareness discovery

15. Thanks. Cananintelligentsystemexistwithoutawareness? stratio.com