The future of AI & ML in Cognitive DiscoveryPietro Leo
My keynote slide deck for the ENEL Innovation Community MeetUp. Recorded session here: in Italian, English and Spanish https://echannel.enel.com/livePages/innovation-communities-meetup-with from minute 2h-38'
A slide deck that supported my recent university lectures during this autumn in Italy (Polytechnic of Bari), Switzerland (EPFL Lausanne) and Poland (SWPS University Warsaw).
It introduces Artificial Intelligence from a business perspective, talks about the need to have a more robust AI tools with AI Ethics and Trust and eventually presents future trajectories such as the Active Intelligence frontier.
HumanTechBiota is acting as the human microbiota
(the collective microorganisms that resides symbiotically in our bodies) having an increasing role for our overall well being
The future of AI & ML in Cognitive DiscoveryPietro Leo
My keynote slide deck for the ENEL Innovation Community MeetUp. Recorded session here: in Italian, English and Spanish https://echannel.enel.com/livePages/innovation-communities-meetup-with from minute 2h-38'
A slide deck that supported my recent university lectures during this autumn in Italy (Polytechnic of Bari), Switzerland (EPFL Lausanne) and Poland (SWPS University Warsaw).
It introduces Artificial Intelligence from a business perspective, talks about the need to have a more robust AI tools with AI Ethics and Trust and eventually presents future trajectories such as the Active Intelligence frontier.
HumanTechBiota is acting as the human microbiota
(the collective microorganisms that resides symbiotically in our bodies) having an increasing role for our overall well being
Artificial Intelligence: What Is Reinforcement Learning?Bernard Marr
Reinforcement learning is one of the most discussed, followed and contemplated topics in artificial intelligence (AI) as it has the potential to transform most businesses. In this SlideShare, I want to provide a simple guide that explains reinforcement learning and give you some practical examples of how it is used today.
The most significant (not purely scientific) results in AI in the last year (2018-2019).
Disclaimer: may be very subjective :)
Slides to the set of lectures given in Feb-Apr 2019.
This one was conducted in Atlas Biomed Group, 2019-04-26
What Is Strong (General) AI? Here Are 9 Practical Examples Bernard Marr
There are two different types of artificial intelligence—weak or narrow AI and strong or general AI. General AI has not been achieved yet, but it describes when machines are able to exhibit full human cognitive skills without any human intervention. Here are 9 practical examples of general artificial intelligence.
Sldies I proposed for the lecture at CUOA Business School for the 2016 Edition of the Executive Master on ITC - Path Big Data e Social Analytics - http://www.cuoa.it/ita/formazione/corsi-executive/jobleader-big-data-e-social-analytics.php#/
AI Basic, AI vs Machine Learning vs Deep Learning, AI Applications, Top 50 AI Game Changer Solutions, Advanced Analytics, Conversational Bots, Financial Services, Healthcare, Insurance, Manufacturing, Quality & Security, Retail, Social Impact, and Transportation & Logistics
Artificial intelligence - Not the evil, but the New ElectricityGiulio Coraggio
Artificial intelligence will impact any sector, obliging companies to change their model of business, but creating at the same time new legal issues. In this presentation, I outline the main new legal challenges that can arise from AI and its exploitation.
Reinforcement Learning In AI Powerpoint Presentation Slide Templates Complete...SlideTeam
Showcase how machines are built to perform intelligent tasks by using our content-ready Reinforcement Learning In AI PowerPoint Presentation Slide Templates Complete Deck. Take advantage of these artificial intelligence PowerPoint visuals, and describe how machine learning models are trained to make sequences of decisions in a complex environment. Showcase the types of artificial intelligence such as deep learning, machine learning. Explain the concept of machine learning which delivers predictive models based on the data fed into machine learning algorithms. Take the assistance of our visually attention-grabbing reinforcement learning PowerPoint templates and discuss the effective uses of artificial intelligence in various areas such as supply chain, human resources, fraud detection, knowledge creation, research, and development, etc. You can also present the usage of AI in healthcare. This includes treatment, diagnosis, training and research, early detection, etc. Explain the working of machine learning by downloading our attention-grabbing supervised learning PowerPoint presentation. https://bit.ly/3kQBnEZ
Artificial Intelligence and Robotics in 2017Mike Quindazzi
Artificial Intelligence refers to the ability of a computer or a computer-enabled robotic system to process information and produce outcomes in a manner similar to the thought process of humans in learning, decision making and solving problems.
Clipperton - AI - Deep Learning: From Hype to Maturity?Stephane Valorge
Paris, London, Berlin – September 2017 - Clipperton, a leading European corporate finance boutique focused on the High Tech and Media industries announces the release of a Research Paper covering the recent trends and evolution in the Artificial Intelligence industry, with a particular focus on the hottest topic of the last 18 months: Deep Learning.
Artificial Intelligence In The Workplace: How AI Is Transforming Your Employe...Bernard Marr
Artificial Intelligence (AI) is augmenting our workplaces and transforming the employee experience. In this article, we look at what this means in practice and explore practical examples, benefits, and drawbacks.
While Machine Learning became the buzzword very recently, the term artificial intelligence (AI) has been around for 60 years.
The world is quietly being reshaped by machine learning. We no longer need to teach computers how to perform complex tasks like image recognition or text translation: instead, we build systems that let them learn how to do it themselves.
Today's managers should know whats coming next.
Beyond Science Fiction, one marketer and a data scientist collaborated to demystify how Artificial Intelligence is improving the way we live, shop, travel and even date! Vote for this talk to see the full presentation at SXSWi 2016 in Austin!
This is the lecture delivered at Jadavpur University for the engineering students. The lecture was organised by the JU Entrepreneurship Cell and Alumni Association, Singapore Chapter.
Artificial Intelligence: What Is Reinforcement Learning?Bernard Marr
Reinforcement learning is one of the most discussed, followed and contemplated topics in artificial intelligence (AI) as it has the potential to transform most businesses. In this SlideShare, I want to provide a simple guide that explains reinforcement learning and give you some practical examples of how it is used today.
The most significant (not purely scientific) results in AI in the last year (2018-2019).
Disclaimer: may be very subjective :)
Slides to the set of lectures given in Feb-Apr 2019.
This one was conducted in Atlas Biomed Group, 2019-04-26
What Is Strong (General) AI? Here Are 9 Practical Examples Bernard Marr
There are two different types of artificial intelligence—weak or narrow AI and strong or general AI. General AI has not been achieved yet, but it describes when machines are able to exhibit full human cognitive skills without any human intervention. Here are 9 practical examples of general artificial intelligence.
Sldies I proposed for the lecture at CUOA Business School for the 2016 Edition of the Executive Master on ITC - Path Big Data e Social Analytics - http://www.cuoa.it/ita/formazione/corsi-executive/jobleader-big-data-e-social-analytics.php#/
AI Basic, AI vs Machine Learning vs Deep Learning, AI Applications, Top 50 AI Game Changer Solutions, Advanced Analytics, Conversational Bots, Financial Services, Healthcare, Insurance, Manufacturing, Quality & Security, Retail, Social Impact, and Transportation & Logistics
Artificial intelligence - Not the evil, but the New ElectricityGiulio Coraggio
Artificial intelligence will impact any sector, obliging companies to change their model of business, but creating at the same time new legal issues. In this presentation, I outline the main new legal challenges that can arise from AI and its exploitation.
Reinforcement Learning In AI Powerpoint Presentation Slide Templates Complete...SlideTeam
Showcase how machines are built to perform intelligent tasks by using our content-ready Reinforcement Learning In AI PowerPoint Presentation Slide Templates Complete Deck. Take advantage of these artificial intelligence PowerPoint visuals, and describe how machine learning models are trained to make sequences of decisions in a complex environment. Showcase the types of artificial intelligence such as deep learning, machine learning. Explain the concept of machine learning which delivers predictive models based on the data fed into machine learning algorithms. Take the assistance of our visually attention-grabbing reinforcement learning PowerPoint templates and discuss the effective uses of artificial intelligence in various areas such as supply chain, human resources, fraud detection, knowledge creation, research, and development, etc. You can also present the usage of AI in healthcare. This includes treatment, diagnosis, training and research, early detection, etc. Explain the working of machine learning by downloading our attention-grabbing supervised learning PowerPoint presentation. https://bit.ly/3kQBnEZ
Artificial Intelligence and Robotics in 2017Mike Quindazzi
Artificial Intelligence refers to the ability of a computer or a computer-enabled robotic system to process information and produce outcomes in a manner similar to the thought process of humans in learning, decision making and solving problems.
Clipperton - AI - Deep Learning: From Hype to Maturity?Stephane Valorge
Paris, London, Berlin – September 2017 - Clipperton, a leading European corporate finance boutique focused on the High Tech and Media industries announces the release of a Research Paper covering the recent trends and evolution in the Artificial Intelligence industry, with a particular focus on the hottest topic of the last 18 months: Deep Learning.
Artificial Intelligence In The Workplace: How AI Is Transforming Your Employe...Bernard Marr
Artificial Intelligence (AI) is augmenting our workplaces and transforming the employee experience. In this article, we look at what this means in practice and explore practical examples, benefits, and drawbacks.
While Machine Learning became the buzzword very recently, the term artificial intelligence (AI) has been around for 60 years.
The world is quietly being reshaped by machine learning. We no longer need to teach computers how to perform complex tasks like image recognition or text translation: instead, we build systems that let them learn how to do it themselves.
Today's managers should know whats coming next.
Beyond Science Fiction, one marketer and a data scientist collaborated to demystify how Artificial Intelligence is improving the way we live, shop, travel and even date! Vote for this talk to see the full presentation at SXSWi 2016 in Austin!
This is the lecture delivered at Jadavpur University for the engineering students. The lecture was organised by the JU Entrepreneurship Cell and Alumni Association, Singapore Chapter.
Artificial intelligence course in DelhiChetnaGoyal16
Artificial intelligence i.e AI refers to the ability of machines to perform tasks that normally require human intelligence such as learning, problem solving, decision making, and speech recognition.
AI has been growing rapidly and youngsters are more curious and interested in learning Artificial intelligence.
And Delhi being one of the best places to achieve education qualifications. So, if you want to know about the Artificial Intelligence courses in Delhi you are in the right place. As in this blog I have given detailed information about Artificial Intelligences courses in Delhi.
360DigiTMG Is The Best Artificial Intelligence Training Institute In Malaysia Providing AI & Deep Learning Training Classes by realtime faculty with course material and 24x7 Lab Faculty.
Top 5 recent research courses on machine learning- simplivSimpliv LLC
Top 5 recent research courses on machine learning- simpliv
If you want to learn how to start building professional, career-boosting mobile apps and use Machine Learning to take things to the next level, then this course is for you. The Complete iOS Machine Learning Masterclass™ is the only course that you need for machine learning on iOS. Machine Learning is a fast-growing field that is revolutionizing many industries with tech giants like Google and IBM taking the lead. In this course, you’ll use the most cutting-edge iOS Machine Learning technology stacks to add a layer of intelligence and polish to your mobile apps. We’re approaching a new era where only apps and games that are considered “smart” will survive. (Remember how Blockbuster went bankrupt when Netflix became a giant?) Jump the curve and adopt this innovative approach; the Complete iOS Machine Learning Masterclass™ will introduce Machine Learning in a way that’s both fun and engaging.
https://www.simpliv.com/search/sub-category/machinelearning
This session is broken up in two parts: the first part is all about the places you'll find artificial intelligence and helpful uses in every day applications like Excel, PowerPoint, and Word - the second part is an introduction to the AI builder in Power Automate, where you can easily create models and use them in your flows.
Brochure data science learning path board-infinity (1)NirupamNishant2
Board Infinity is a best digital marketing and data science institute in mumbai, which is a full-stack career platform for students and jobseekers enabled by personalised learning paths,career coaches and access to various job oppurtunities. We provide online and offline training in Data Science, Digital Marketing, Full stack Web Development,Product management< machine learning and Atrificial Intelligence,Online career counselling and other career solutions
Building Your Dream Machine Learning Team with Python Expertiseriyak40
Building a proficient team adept in technical skills, domain expertise, and robust communication is vital in revolutionizing your industry. This ensures effective utilization of Python's machine-learning capabilities and the realization of project ideas through meticulous planning.
Now is the time to unravel the mysteries of cloud computing. The speaker is going to brief about Generative AI in the session that is related to study Jams 2023
Top 5 AI Programming Languages to Use in 2024.pdfLaura Miller
AI is a revolutionary technology that transforms the way we live and work. Read the blog to know what AI programming languages are used in AI development.
🌟Is Learning Python Your Career Game-Changer? 🚀🐍abhishekdf3
The Next Big Thing to look up onto is Python and there is no doubt about that. Questions related to its worth, career opportunities or available jobs are not to be worried about. As Python is rapidly ceasing the popularity amongst developers and various other fields, its contribution to the advancement of your career is immense.
There are reasons why Python is “the one”. It is easily scripted language that can be learned quickly. Hence reducing the overall development time of the project code. It has a set of different libraries and APIs that support data analysis, data visualization, and data manipulation.
Before proceeding ahead, you must check :- https://data-flair.training/blogs/python-career-path/
Enroll yourself withinside the fine and most advanced Python Training in Noida. Python is currently the most used programming language worldwide. Python can be used for many things because of the reality that it`s a long way toward a general-reason language, inclusive of net development, tool learning, records analysis, and more.
Similar to Era of Artificial Intelligence Lecture 5 and Lecture 6 Pietro Leo (20)
A number of Artificial Intelligence and Aanalytics tools already support our decisions but ACTIVE INTELLIGENCE SYSTEMS, that blend AI, Big Data , Analutics and IotT and much more, will take care of us
BM Research continues this work through the pursuit of new scientific instruments – whether physical devices or advanced software tools – designed to make what’s invisible in our world visible, from the macroscopic level down to the nanoscale.
This is a summary 5-in5-5 deck
Convegno Panorama d'Italia - San RaffaelePietro Leo
L'eccellenza della ricerca in Italia: dalla ricerca alla cura del malato - 20 Ottobre 2016
http://www.panorama.it/panoramaditalia/milano/panorama-ditalia-a-milano-una-settimana-di-eventi-tutti-da-scoprire/
10.00 - Università Vita-Salute San Raffaele (Aula San Raffaele, via Olgettina, 60) – «L’eccellenza nella ricerca in Italia: dal laboratorio alla cura del malato»
Modera: Margherita Fronte (giornalista di Focus).
Saluto di benvenuto: Paolo Rotelli (presidente Gruppo Ospedaliero San Donato).
Intervengono: Giancarlo Comi (direttore della Divisione di Neurologia e Direttore Scientifico del centro Sclerosi Multipla dell’Ospedale San Raffaele di Milano), Luca Del Gobbo (assessore all’Università, Ricerca e Open Innovation Regione Lombardia), Giovanni Leonardi (direttore generale per la Ricerca del Ministero della Salute), Hubert Puech d’Alissac (amministratore delegato di Teva Italia), Pietro Leo (executive architect IBM Academy of Technology), Letizia Leocani (Team di ricerca sulle malattie neurodegenerative, Ospedale San Raffaele)
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.
In his public lecture, Christian Timmerer provides insights into the fascinating history of video streaming, starting from its humble beginnings before YouTube to the groundbreaking technologies that now dominate platforms like Netflix and ORF ON. Timmerer also presents provocative contributions of his own that have significantly influenced the industry. He concludes by looking at future challenges and invites the audience to join in a discussion.
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/
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
This is a hands-on session specifically designed for automation developers and AI enthusiasts seeking to enhance their knowledge in leveraging the latest intelligent document processing capabilities offered by UiPath.
Speakers:
👨🏫 Andras Palfi, Senior Product Manager, UiPath
👩🏫 Lenka Dulovicova, Product Program Manager, UiPath
Essentials of Automations: The Art of Triggers and Actions in FMESafe Software
In this second installment of our Essentials of Automations webinar series, we’ll explore the landscape of triggers and actions, guiding you through the nuances of authoring and adapting workspaces for seamless automations. Gain an understanding of the full spectrum of triggers and actions available in FME, empowering you to enhance your workspaces for efficient automation.
We’ll kick things off by showcasing the most commonly used event-based triggers, introducing you to various automation workflows like manual triggers, schedules, directory watchers, and more. Plus, see how these elements play out in real scenarios.
Whether you’re tweaking your current setup or building from the ground up, this session will arm you with the tools and insights needed to transform your FME usage into a powerhouse of productivity. Join us to discover effective strategies that simplify complex processes, enhancing your productivity and transforming your data management practices with FME. Let’s turn complexity into clarity and make your workspaces work wonders!
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionAggregage
Join Maher Hanafi, VP of Engineering at Betterworks, in this new session where he'll share a practical framework to transform Gen AI prototypes into impactful products! He'll delve into the complexities of data collection and management, model selection and optimization, and ensuring security, scalability, and responsible use.
Enhancing Performance with Globus and the Science DMZGlobus
ESnet has led the way in helping national facilities—and many other institutions in the research community—configure Science DMZs and troubleshoot network issues to maximize data transfer performance. In this talk we will present a summary of approaches and tips for getting the most out of your network infrastructure using Globus Connect Server.
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/
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
UiPath Test Automation using UiPath Test Suite series, part 4
Era of Artificial Intelligence Lecture 5 and Lecture 6 Pietro Leo
1. @pieroleo
The Era of Artificial Intelligence
Lecture 5 and Lecture 6
Pietro Leo
IBM Italy Executive Architect and thought leader for Artificial Intelligence
Chief Scientist for IBM Italy Research & Business
IBM Academy of Technology Leadership
Member of ISO/SC42 Artificial Intelligence Standardization Committee
www.pieroleo.com
3. @pieroleo
Artificial
Intelligence
Machine
Learning
Deep
Learning
Data Mining
Data Science
Big Data
Defining AI & Cognitive, Machine Learning e Deep Learning
Cognitive
IT systems that aims
to build algorithms
to predict meaning in
features of human
languages (spoken,
written, visual) and
emulates related
forms
of human reasoning
and knowledge
representation
It is a class of
techniques
that aims to generate
knowledge by
training data to
recognize the
correlation between a
set of feature
patterns and
outcomes.
Systems that
leverage a
combination of AI
reasoning and
knowledge
representation
strategies and
other analytic and
classical
computing
techniques to
solve a complex
problem
It is a rapidly
maturing Machine
Learning space,
based on neural
network techniques,
that are taught to find
their own features
Internal Use Only
4. @pieroleo
BUSINESS
PROBLEMS
Cloud, hybrid cloud &
on premise
Infrastructure
Data
Applications &
Processes
Traditional Algorithms
COMPUTING
DATA
BUSINESS
LOGIC
Artificial
Intelligence is
emerging as a
new enterprise
platform layer to
move and
speedup business
IT Applications
and Processes to
a new level
Artificial Intelligence /
Cognitive
Internal Use Only
AI positioning in the Enterprise IT context
5. @pieroleo
Cloud Public/Dedicate and Private
Infrastructure
A highly scalable, security enabled infrastructure
that run on a cloud environments
Data
Tools to acquire, manage, analyze, govern and exchange all kinds of data generated within
the Enterprise as well as gathered form outside
Artificial Intelligence / Cognitive
A set of building blocks that complement traditional computer programming models with the
goal to close applications behavior to human language (spoken, written, visual) and
reasoning
Applications & Processes
All applications and processes that run the enterprise, both horizontal, common to a number
of industries, and Vertical, specific for a given industry
On-Premise Infrastructure
The computing infrastructure that
runs inside a company data center
Traditional Algorithms
A set of languages, middleware, and products to write enterprise software programs
Transitional DataUnstructured Data IoT Data
COMPUTING
DATA
BUSINESS
LOGIC
BUSINESS
PROBLEMS
AI positioning in the Enterprise IT context
11. @pieroleo
11
Deep learning basic utilization models
www.pieroleo.com
Given 1:Input and 2:Weights find the 3:Output à
Prediction/Discriminative
Given 1:Input and 3:Output find the 2:Weights à
Learning
Given 2: Weights and 3:Output find the 1:Inputs à
Generative
13. @pieroleo
13
Source: IBM Research automatic sport highlights generation https://www.ibm.com/blogs/research/2017/06/scaling-wimbledons-video-
production-highlight-reels-ai-technology/
14. @pieroleo
Key topics in research Learning & Reasoning to support business problems
Making Learning More Human-
Like
People learn by trail and error without a lot of labeled
data. We learn continuously throughout their lives,
remembering what we’ve learned and leveraging it for
new tasks.
Interpretability
Explaining AI decisions is crucial for customers,
government and regulators, enterprises.
Optimization
Beyond back-propagation
Neuro AI
Novel AI approaches based on brain function including
plasticity, attention, memory, reward processing,
motivation
Deep Document Understanding
People can access the accumulated knowledge of
humanity directly, by reading, viewing and listening.
And they can apply that knowledge directly to new
tasks.
Conversational Knowledge
Acquisition
Acquiring, Applying and Accumulating knowledge
during collaboration with humans.
Multi-step Reasoning
Humans can combine inputs and knowledge from
multiple sources to solve sub-problems and larger
complex tasks
Reliable, Approximate
Reasoning
Human reasoning can be exact and it can be flexible,
AI systems need to be able to span this range
15. @pieroleo
1
5
Video Face Extraction
12 Jun 2016
21:40 – 22:00
Video Time Tagging
Cleveland,
OH
Video Geotagging
Face Identity Attributes
Woman,
20-30
Face Expression
Pensive
Face Extrinsics
Full hair, blond,
no glasses, no
hat
Video Object Finding
Segmented
Objects
Bicycle:{
Colour:gray,
Brand:Raleigh,
Pose: inverted}
Object Recognition
Multimedia Retrieval
To: find examples of scenes in videos with sets of objects
fitting descriptions in a list L
• Retrieve candidates videos
• For each video, and object type
• Use appropriate extractor to find
spans with that object
• Segment those objects out
• Run attribute extraction on each obj o
giving a
• Remember span and o if a satisfies
any description in L
• Remember span if it contains objects
satisfying all descriptions in L
To: Answer a query x for user u,
• Identify the language of x, l,
• Use language to logic for l on x to make an equivalent
query y,
• Reason to answer y, yielding answers z
• Use logic to language to turn each zi into language l
equivalent ai
• Assemble ai into list a
• Find a convenient display d for u
• Display x and the list a on d
English to Logic
What’s the
population of
Auckland?
(nInhabitants
Auckland ?nu)
Language ID
47
60 90
Japanese {jp}
Logic to English
(nInhabitants
Auckland 1e6)
Auckland has a
million people.
The popn of
Auckland is 1m.
Problem Solving Methods
Machine Reasoning
Multi-step reasoning for Skill Composition
16. @pieroleo
Thanks!
Pietro Leo
IBM Italy Executive Architect and thought leader for Artificial Intelligence
Chief Scientist for IBM Italy Research & Business
IBM Academy of Technology Leadership
Member of ISO/SC42 Artificial Intelligence Standardization Committee
www.pieroleo.com