SlideShare uma empresa Scribd logo

Harry Surden - Artificial Intelligence and Law Overview

H
H

Presentation of Harry Surden on Artificial Intelligence and Law at Texas A&M University Law School

Harry Surden - Artificial Intelligence and Law Overview

1 de 24
Baixar para ler offline
Artificial Intelligence
Overview
Harry Surden
Assoc. Professor of Law – University of Colorado Law
School
Affiliated Faculty, Stanford CodeX Center
Artificial Intelligence Overview
1. What is Artificial Intelligence ?
2. Major Artificial Intelligence Techniques
• Rules and Logic Based Approach
• Machine Learning Based Approach
• Hybrid System
3. Limits of Artificial Intelligence Today
What is
Artificial
Intelligence?
Artificial Intelligence (AI)
• What is Artificial Intelligence (AI)?
• Using computers to solve problems
• Or make automated decisions
• For tasks that, when done by humans,
• Typically require intelligence
Limits of Artificial Intelligence
• “Strong” Artificial Intelligence
• Computers thinking at a level that meets or surpasses people
• Computers engaging in abstract reasoning & thinking
• This is not what we have today
• There is no evidence that we are close to Strong AI
• “Weak” Pattern-Based Artificial Intelligence
• Computers solve problems by detecting useful patterns
• Pattern-based AI is an Extremely powerful tool
• Has been used to automate many processes today
• Driving, language translation
• This is the dominant mode of AI today
✔
✘
Major AI Approaches
Two Major AI Techniques
• Logic and Rules-Based Approach
• Machine Learning (Pattern-Based Approach)
Anúncio

Recomendados

Future of AI - 2023 07 25.pptx
Future of AI - 2023 07 25.pptxFuture of AI - 2023 07 25.pptx
Future of AI - 2023 07 25.pptxGreg Makowski
 
The Top Trends in Artificial Intelligence
The Top Trends in Artificial IntelligenceThe Top Trends in Artificial Intelligence
The Top Trends in Artificial IntelligenceErling Hesselberg
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial IntelligenceNeil Mathew
 
Artificial Intelligence : The Future of AI
Artificial Intelligence : The Future of AIArtificial Intelligence : The Future of AI
Artificial Intelligence : The Future of AISOURABH KUMAR PANDEY
 
Introduction to Artificial Intelligence and few examples
Introduction to Artificial Intelligence and few examplesIntroduction to Artificial Intelligence and few examples
Introduction to Artificial Intelligence and few examplesBMS Institute of Technology
 
What is Artificial Intelligence | Artificial Intelligence Tutorial For Beginn...
What is Artificial Intelligence | Artificial Intelligence Tutorial For Beginn...What is Artificial Intelligence | Artificial Intelligence Tutorial For Beginn...
What is Artificial Intelligence | Artificial Intelligence Tutorial For Beginn...Edureka!
 

Mais conteúdo relacionado

Mais procurados

Ai and Legal Industy - Executive Overview
Ai and Legal Industy - Executive OverviewAi and Legal Industy - Executive Overview
Ai and Legal Industy - Executive OverviewGraeme Wood
 
Machine Learning
Machine LearningMachine Learning
Machine LearningKumar P
 
Artificial intelligence - An Overview
Artificial intelligence - An OverviewArtificial intelligence - An Overview
Artificial intelligence - An OverviewGiri Dharan
 
Principles of Artificial Intelligence & Machine Learning
Principles of Artificial Intelligence & Machine LearningPrinciples of Artificial Intelligence & Machine Learning
Principles of Artificial Intelligence & Machine LearningJerry Lu
 
PPT on Artificial Intelligence(A.I.)
PPT on Artificial Intelligence(A.I.) PPT on Artificial Intelligence(A.I.)
PPT on Artificial Intelligence(A.I.) Aakanksh Nath
 
Intro/Overview on Machine Learning Presentation
Intro/Overview on Machine Learning PresentationIntro/Overview on Machine Learning Presentation
Intro/Overview on Machine Learning PresentationAnkit Gupta
 
Machine Learning
Machine LearningMachine Learning
Machine LearningRahul Kumar
 
Cyber security with ai
Cyber security with aiCyber security with ai
Cyber security with aiBurhan Ahmed
 
Artificial Intelligence and Machine Learning in Research
Artificial Intelligence and Machine Learning in ResearchArtificial Intelligence and Machine Learning in Research
Artificial Intelligence and Machine Learning in ResearchAmazon Web Services
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial IntelligenceAbbas Hashmi
 
Landscape of AI/ML in 2023
Landscape of AI/ML in 2023Landscape of AI/ML in 2023
Landscape of AI/ML in 2023HyunJoon Jung
 
An Introduction to Generative AI
An Introduction  to Generative AIAn Introduction  to Generative AI
An Introduction to Generative AICori Faklaris
 

Mais procurados (20)

Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial Intelligence
 
Ai and Legal Industy - Executive Overview
Ai and Legal Industy - Executive OverviewAi and Legal Industy - Executive Overview
Ai and Legal Industy - Executive Overview
 
Machine Learning
Machine LearningMachine Learning
Machine Learning
 
Machine Learning
Machine LearningMachine Learning
Machine Learning
 
Machine learning
Machine learningMachine learning
Machine learning
 
Introduction to AI Ethics
Introduction to AI EthicsIntroduction to AI Ethics
Introduction to AI Ethics
 
Artificial intelligence - An Overview
Artificial intelligence - An OverviewArtificial intelligence - An Overview
Artificial intelligence - An Overview
 
Generative AI
Generative AIGenerative AI
Generative AI
 
Principles of Artificial Intelligence & Machine Learning
Principles of Artificial Intelligence & Machine LearningPrinciples of Artificial Intelligence & Machine Learning
Principles of Artificial Intelligence & Machine Learning
 
PPT on Artificial Intelligence(A.I.)
PPT on Artificial Intelligence(A.I.) PPT on Artificial Intelligence(A.I.)
PPT on Artificial Intelligence(A.I.)
 
Intro/Overview on Machine Learning Presentation
Intro/Overview on Machine Learning PresentationIntro/Overview on Machine Learning Presentation
Intro/Overview on Machine Learning Presentation
 
Machine Learning
Machine LearningMachine Learning
Machine Learning
 
Machine Learning
Machine LearningMachine Learning
Machine Learning
 
Artificial intelligence ppt
Artificial intelligence   pptArtificial intelligence   ppt
Artificial intelligence ppt
 
Cyber security with ai
Cyber security with aiCyber security with ai
Cyber security with ai
 
Artificial Intelligence and Machine Learning in Research
Artificial Intelligence and Machine Learning in ResearchArtificial Intelligence and Machine Learning in Research
Artificial Intelligence and Machine Learning in Research
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial Intelligence
 
Landscape of AI/ML in 2023
Landscape of AI/ML in 2023Landscape of AI/ML in 2023
Landscape of AI/ML in 2023
 
Artificial intelligence
Artificial intelligenceArtificial intelligence
Artificial intelligence
 
An Introduction to Generative AI
An Introduction  to Generative AIAn Introduction  to Generative AI
An Introduction to Generative AI
 

Destaque

Open Legal Data Workshop at Stanford
Open Legal Data Workshop at StanfordOpen Legal Data Workshop at Stanford
Open Legal Data Workshop at StanfordHarry Surden
 
AI and Machine Learning Demystified by Carol Smith at Midwest UX 2017
AI and Machine Learning Demystified by Carol Smith at Midwest UX 2017AI and Machine Learning Demystified by Carol Smith at Midwest UX 2017
AI and Machine Learning Demystified by Carol Smith at Midwest UX 2017Carol Smith
 
2017 holiday survey: An annual analysis of the peak shopping season
2017 holiday survey: An annual analysis of the peak shopping season2017 holiday survey: An annual analysis of the peak shopping season
2017 holiday survey: An annual analysis of the peak shopping seasonDeloitte United States
 
Inside Google's Numbers in 2017
Inside Google's Numbers in 2017Inside Google's Numbers in 2017
Inside Google's Numbers in 2017Rand Fishkin
 
Top 5 Deep Learning and AI Stories - October 6, 2017
Top 5 Deep Learning and AI Stories - October 6, 2017Top 5 Deep Learning and AI Stories - October 6, 2017
Top 5 Deep Learning and AI Stories - October 6, 2017NVIDIA
 
Making Great User Experiences, Pittsburgh Scrum MeetUp, Oct 17, 2017
Making Great User Experiences, Pittsburgh Scrum MeetUp, Oct 17, 2017Making Great User Experiences, Pittsburgh Scrum MeetUp, Oct 17, 2017
Making Great User Experiences, Pittsburgh Scrum MeetUp, Oct 17, 2017Carol Smith
 
Big Data Tutorial For Beginners | What Is Big Data | Big Data Tutorial | Hado...
Big Data Tutorial For Beginners | What Is Big Data | Big Data Tutorial | Hado...Big Data Tutorial For Beginners | What Is Big Data | Big Data Tutorial | Hado...
Big Data Tutorial For Beginners | What Is Big Data | Big Data Tutorial | Hado...Edureka!
 
ReactJS Tutorial For Beginners | ReactJS Redux Training For Beginners | React...
ReactJS Tutorial For Beginners | ReactJS Redux Training For Beginners | React...ReactJS Tutorial For Beginners | ReactJS Redux Training For Beginners | React...
ReactJS Tutorial For Beginners | ReactJS Redux Training For Beginners | React...Edureka!
 
Infrastructure as code: running microservices on AWS using Docker, Terraform,...
Infrastructure as code: running microservices on AWS using Docker, Terraform,...Infrastructure as code: running microservices on AWS using Docker, Terraform,...
Infrastructure as code: running microservices on AWS using Docker, Terraform,...Yevgeniy Brikman
 
El niño que enloqueció de amor análisis - Eduardo Barrios
El niño que enloqueció de amor análisis - Eduardo BarriosEl niño que enloqueció de amor análisis - Eduardo Barrios
El niño que enloqueció de amor análisis - Eduardo Barriosjezabelvazquez
 
Dalradian Corporate Presentation November 2017
Dalradian Corporate Presentation November 2017Dalradian Corporate Presentation November 2017
Dalradian Corporate Presentation November 2017DalradianResource
 
Taller el camino del heroe
Taller el camino del heroeTaller el camino del heroe
Taller el camino del heroeMaleja8606
 
data Artisans Product Announcement
data Artisans Product Announcementdata Artisans Product Announcement
data Artisans Product AnnouncementFlink Forward
 

Destaque (20)

The AI Rush
The AI RushThe AI Rush
The AI Rush
 
Open Legal Data Workshop at Stanford
Open Legal Data Workshop at StanfordOpen Legal Data Workshop at Stanford
Open Legal Data Workshop at Stanford
 
AI and Machine Learning Demystified by Carol Smith at Midwest UX 2017
AI and Machine Learning Demystified by Carol Smith at Midwest UX 2017AI and Machine Learning Demystified by Carol Smith at Midwest UX 2017
AI and Machine Learning Demystified by Carol Smith at Midwest UX 2017
 
2017 holiday survey: An annual analysis of the peak shopping season
2017 holiday survey: An annual analysis of the peak shopping season2017 holiday survey: An annual analysis of the peak shopping season
2017 holiday survey: An annual analysis of the peak shopping season
 
Inside Google's Numbers in 2017
Inside Google's Numbers in 2017Inside Google's Numbers in 2017
Inside Google's Numbers in 2017
 
Top 5 Deep Learning and AI Stories - October 6, 2017
Top 5 Deep Learning and AI Stories - October 6, 2017Top 5 Deep Learning and AI Stories - October 6, 2017
Top 5 Deep Learning and AI Stories - October 6, 2017
 
10 facts about jobs in the future
10 facts about jobs in the future10 facts about jobs in the future
10 facts about jobs in the future
 
Online Harassment 2017
Online Harassment 2017Online Harassment 2017
Online Harassment 2017
 
Making Great User Experiences, Pittsburgh Scrum MeetUp, Oct 17, 2017
Making Great User Experiences, Pittsburgh Scrum MeetUp, Oct 17, 2017Making Great User Experiences, Pittsburgh Scrum MeetUp, Oct 17, 2017
Making Great User Experiences, Pittsburgh Scrum MeetUp, Oct 17, 2017
 
Big Data Tutorial For Beginners | What Is Big Data | Big Data Tutorial | Hado...
Big Data Tutorial For Beginners | What Is Big Data | Big Data Tutorial | Hado...Big Data Tutorial For Beginners | What Is Big Data | Big Data Tutorial | Hado...
Big Data Tutorial For Beginners | What Is Big Data | Big Data Tutorial | Hado...
 
SlideShare 101
SlideShare 101SlideShare 101
SlideShare 101
 
ReactJS Tutorial For Beginners | ReactJS Redux Training For Beginners | React...
ReactJS Tutorial For Beginners | ReactJS Redux Training For Beginners | React...ReactJS Tutorial For Beginners | ReactJS Redux Training For Beginners | React...
ReactJS Tutorial For Beginners | ReactJS Redux Training For Beginners | React...
 
Infrastructure as code: running microservices on AWS using Docker, Terraform,...
Infrastructure as code: running microservices on AWS using Docker, Terraform,...Infrastructure as code: running microservices on AWS using Docker, Terraform,...
Infrastructure as code: running microservices on AWS using Docker, Terraform,...
 
The hospital of the future
The hospital of the futureThe hospital of the future
The hospital of the future
 
El niño que enloqueció de amor análisis - Eduardo Barrios
El niño que enloqueció de amor análisis - Eduardo BarriosEl niño que enloqueció de amor análisis - Eduardo Barrios
El niño que enloqueció de amor análisis - Eduardo Barrios
 
Dalradian Corporate Presentation November 2017
Dalradian Corporate Presentation November 2017Dalradian Corporate Presentation November 2017
Dalradian Corporate Presentation November 2017
 
Taller el camino del heroe
Taller el camino del heroeTaller el camino del heroe
Taller el camino del heroe
 
Proyecto de tercer corte TLR1
Proyecto de tercer corte TLR1Proyecto de tercer corte TLR1
Proyecto de tercer corte TLR1
 
data Artisans Product Announcement
data Artisans Product Announcementdata Artisans Product Announcement
data Artisans Product Announcement
 
Shifting Consciousness
Shifting ConsciousnessShifting Consciousness
Shifting Consciousness
 

Semelhante a Harry Surden - Artificial Intelligence and Law Overview

Artificial intelligence
Artificial intelligenceArtificial intelligence
Artificial intelligenceHamzakhan602
 
Systemising advice
Systemising adviceSystemising advice
Systemising adviceDavid Harvey
 
Machine Learning ppt.pptx
Machine Learning ppt.pptxMachine Learning ppt.pptx
Machine Learning ppt.pptx21MC048SARANRAJ
 
BIG DATA AND MACHINE LEARNING
BIG DATA AND MACHINE LEARNINGBIG DATA AND MACHINE LEARNING
BIG DATA AND MACHINE LEARNINGUmair Shafique
 
Msc soft computing ppt.pptx
Msc soft computing ppt.pptxMsc soft computing ppt.pptx
Msc soft computing ppt.pptxPradipGupta30
 
The Revolution of Digital Marketing in the Artificial Intelligence era
The Revolution of Digital Marketing in the Artificial Intelligence eraThe Revolution of Digital Marketing in the Artificial Intelligence era
The Revolution of Digital Marketing in the Artificial Intelligence eraMohamed Hanafy
 
Machine learning is the new BI
Machine learning is the new BIMachine learning is the new BI
Machine learning is the new BICycloides
 
An introduction to machine learning algorithms
An introduction to machine learning algorithmsAn introduction to machine learning algorithms
An introduction to machine learning algorithmsnoone75481
 
Artificial Intelligence and The Complexity
Artificial Intelligence and The ComplexityArtificial Intelligence and The Complexity
Artificial Intelligence and The ComplexityHendri Karisma
 
Essential concepts for machine learning
Essential concepts for machine learning Essential concepts for machine learning
Essential concepts for machine learning pyingkodi maran
 
Machine-Learning-and-Robotics.pptx
Machine-Learning-and-Robotics.pptxMachine-Learning-and-Robotics.pptx
Machine-Learning-and-Robotics.pptxshohel rana
 
Introduction to Machine Learning
Introduction to Machine LearningIntroduction to Machine Learning
Introduction to Machine LearningCloudxLab
 
UNIT III SUPERVISED LEARNING.pptx
UNIT III SUPERVISED LEARNING.pptxUNIT III SUPERVISED LEARNING.pptx
UNIT III SUPERVISED LEARNING.pptxKowsalyaG17
 
Introduction to Cognitive Automation
Introduction to Cognitive AutomationIntroduction to Cognitive Automation
Introduction to Cognitive AutomationPriyab Satoshi
 

Semelhante a Harry Surden - Artificial Intelligence and Law Overview (20)

ARTIFICIAL INTELIGENCE
ARTIFICIAL INTELIGENCEARTIFICIAL INTELIGENCE
ARTIFICIAL INTELIGENCE
 
Artificial Intelligence - Overview
Artificial Intelligence - OverviewArtificial Intelligence - Overview
Artificial Intelligence - Overview
 
Artificial intelligence
Artificial intelligenceArtificial intelligence
Artificial intelligence
 
Artificial intelligence overview
Artificial intelligence overviewArtificial intelligence overview
Artificial intelligence overview
 
Systemising advice
Systemising adviceSystemising advice
Systemising advice
 
Machine_Learning
Machine_LearningMachine_Learning
Machine_Learning
 
Machine Learning ppt.pptx
Machine Learning ppt.pptxMachine Learning ppt.pptx
Machine Learning ppt.pptx
 
BIG DATA AND MACHINE LEARNING
BIG DATA AND MACHINE LEARNINGBIG DATA AND MACHINE LEARNING
BIG DATA AND MACHINE LEARNING
 
Msc soft computing ppt.pptx
Msc soft computing ppt.pptxMsc soft computing ppt.pptx
Msc soft computing ppt.pptx
 
The Revolution of Digital Marketing in the Artificial Intelligence era
The Revolution of Digital Marketing in the Artificial Intelligence eraThe Revolution of Digital Marketing in the Artificial Intelligence era
The Revolution of Digital Marketing in the Artificial Intelligence era
 
Machine learning is the new BI
Machine learning is the new BIMachine learning is the new BI
Machine learning is the new BI
 
Artificial Intelligence.pptx
Artificial Intelligence.pptxArtificial Intelligence.pptx
Artificial Intelligence.pptx
 
An introduction to machine learning algorithms
An introduction to machine learning algorithmsAn introduction to machine learning algorithms
An introduction to machine learning algorithms
 
Artificial Intelligence and The Complexity
Artificial Intelligence and The ComplexityArtificial Intelligence and The Complexity
Artificial Intelligence and The Complexity
 
Essential concepts for machine learning
Essential concepts for machine learning Essential concepts for machine learning
Essential concepts for machine learning
 
Machine-Learning-and-Robotics.pptx
Machine-Learning-and-Robotics.pptxMachine-Learning-and-Robotics.pptx
Machine-Learning-and-Robotics.pptx
 
Introduction to Machine Learning
Introduction to Machine LearningIntroduction to Machine Learning
Introduction to Machine Learning
 
Presentation v3
Presentation v3Presentation v3
Presentation v3
 
UNIT III SUPERVISED LEARNING.pptx
UNIT III SUPERVISED LEARNING.pptxUNIT III SUPERVISED LEARNING.pptx
UNIT III SUPERVISED LEARNING.pptx
 
Introduction to Cognitive Automation
Introduction to Cognitive AutomationIntroduction to Cognitive Automation
Introduction to Cognitive Automation
 

Último

UniSC Moreton Bay Library self-guided tour
UniSC Moreton Bay Library self-guided tourUniSC Moreton Bay Library self-guided tour
UniSC Moreton Bay Library self-guided tourUSC_Library
 
ACTIVIDAD DE CLASE No 1 - SOPA DE LETRAS
ACTIVIDAD DE CLASE No 1 - SOPA DE LETRASACTIVIDAD DE CLASE No 1 - SOPA DE LETRAS
ACTIVIDAD DE CLASE No 1 - SOPA DE LETRASMaria Lucia Céspedes
 
UniSC Sunshine Coast library self-guided tour
UniSC Sunshine Coast library self-guided tourUniSC Sunshine Coast library self-guided tour
UniSC Sunshine Coast library self-guided tourUSC_Library
 
2.15.24 Making Whiteness -- Baldwin.pptx
2.15.24 Making Whiteness -- Baldwin.pptx2.15.24 Making Whiteness -- Baldwin.pptx
2.15.24 Making Whiteness -- Baldwin.pptxMaryPotorti1
 
LIPIDS UNIT ONE BIOMOLECULE PRESENTATION
LIPIDS UNIT ONE BIOMOLECULE PRESENTATIONLIPIDS UNIT ONE BIOMOLECULE PRESENTATION
LIPIDS UNIT ONE BIOMOLECULE PRESENTATIONSayali Powar
 
CapTechTalks Webinar Feb 2024 Darrell Burrell.pptx
CapTechTalks Webinar Feb 2024 Darrell Burrell.pptxCapTechTalks Webinar Feb 2024 Darrell Burrell.pptx
CapTechTalks Webinar Feb 2024 Darrell Burrell.pptxCapitolTechU
 
Grantseeking Solo- Securing Awards with Limited Staff PDF.pdf
Grantseeking Solo- Securing Awards with Limited Staff  PDF.pdfGrantseeking Solo- Securing Awards with Limited Staff  PDF.pdf
Grantseeking Solo- Securing Awards with Limited Staff PDF.pdfTechSoup
 
Exit Essay - Save the Filipino Language by Renz Perez.docx
Exit Essay - Save the Filipino Language by Renz Perez.docxExit Essay - Save the Filipino Language by Renz Perez.docx
Exit Essay - Save the Filipino Language by Renz Perez.docxMYDA ANGELICA SUAN
 
UniSC Fraser Coast library self-guided tour
UniSC Fraser Coast library self-guided tourUniSC Fraser Coast library self-guided tour
UniSC Fraser Coast library self-guided tourUSC_Library
 
DISCOURSE: TEXT AS CONNECTED DISCOURSE
DISCOURSE:   TEXT AS CONNECTED DISCOURSEDISCOURSE:   TEXT AS CONNECTED DISCOURSE
DISCOURSE: TEXT AS CONNECTED DISCOURSEMYDA ANGELICA SUAN
 
History in your Hands slides - Class 4 (online version).pptx
History in your Hands slides - Class 4 (online version).pptxHistory in your Hands slides - Class 4 (online version).pptx
History in your Hands slides - Class 4 (online version).pptxEilsONeill
 
SOCIAL JUSTICE LESSON ON CATCH UP FRIDAY
SOCIAL JUSTICE LESSON ON CATCH UP FRIDAYSOCIAL JUSTICE LESSON ON CATCH UP FRIDAY
SOCIAL JUSTICE LESSON ON CATCH UP FRIDAYGloriaRamos83
 
EDL 290F Week 1 - Meet Me at the Start Line.pdf
EDL 290F Week 1 - Meet Me at the Start Line.pdfEDL 290F Week 1 - Meet Me at the Start Line.pdf
EDL 290F Week 1 - Meet Me at the Start Line.pdfElizabeth Walsh
 
IR introduction Introduction, Principle & Theory
IR introduction Introduction, Principle & TheoryIR introduction Introduction, Principle & Theory
IR introduction Introduction, Principle & Theorynivedithag131
 
Writing Agony Letter & If type O+1 & Diphthongs + Text “Arab Science”.pdf
Writing Agony Letter & If type O+1 & Diphthongs + Text “Arab Science”.pdfWriting Agony Letter & If type O+1 & Diphthongs + Text “Arab Science”.pdf
Writing Agony Letter & If type O+1 & Diphthongs + Text “Arab Science”.pdfMr Bounab Samir
 
2.15.24 The Birmingham Campaign and MLK.pptx
2.15.24 The Birmingham Campaign and MLK.pptx2.15.24 The Birmingham Campaign and MLK.pptx
2.15.24 The Birmingham Campaign and MLK.pptxMaryPotorti1
 
Intuition behind Monte Carlo Markov Chains
Intuition behind Monte Carlo Markov ChainsIntuition behind Monte Carlo Markov Chains
Intuition behind Monte Carlo Markov ChainsTushar Tank
 
D.pharmacy Pharmacology 4th unit notes.pdf
D.pharmacy Pharmacology 4th unit notes.pdfD.pharmacy Pharmacology 4th unit notes.pdf
D.pharmacy Pharmacology 4th unit notes.pdfSUMIT TIWARI
 
skeletal system details with joints and its types
skeletal system details with joints and its typesskeletal system details with joints and its types
skeletal system details with joints and its typesMinaxi patil. CATALLYST
 

Último (20)

UniSC Moreton Bay Library self-guided tour
UniSC Moreton Bay Library self-guided tourUniSC Moreton Bay Library self-guided tour
UniSC Moreton Bay Library self-guided tour
 
ACTIVIDAD DE CLASE No 1 - SOPA DE LETRAS
ACTIVIDAD DE CLASE No 1 - SOPA DE LETRASACTIVIDAD DE CLASE No 1 - SOPA DE LETRAS
ACTIVIDAD DE CLASE No 1 - SOPA DE LETRAS
 
UniSC Sunshine Coast library self-guided tour
UniSC Sunshine Coast library self-guided tourUniSC Sunshine Coast library self-guided tour
UniSC Sunshine Coast library self-guided tour
 
2.15.24 Making Whiteness -- Baldwin.pptx
2.15.24 Making Whiteness -- Baldwin.pptx2.15.24 Making Whiteness -- Baldwin.pptx
2.15.24 Making Whiteness -- Baldwin.pptx
 
LIPIDS UNIT ONE BIOMOLECULE PRESENTATION
LIPIDS UNIT ONE BIOMOLECULE PRESENTATIONLIPIDS UNIT ONE BIOMOLECULE PRESENTATION
LIPIDS UNIT ONE BIOMOLECULE PRESENTATION
 
CapTechTalks Webinar Feb 2024 Darrell Burrell.pptx
CapTechTalks Webinar Feb 2024 Darrell Burrell.pptxCapTechTalks Webinar Feb 2024 Darrell Burrell.pptx
CapTechTalks Webinar Feb 2024 Darrell Burrell.pptx
 
Caldecott Medal Book Winners and Media Used
Caldecott Medal Book Winners and Media UsedCaldecott Medal Book Winners and Media Used
Caldecott Medal Book Winners and Media Used
 
Grantseeking Solo- Securing Awards with Limited Staff PDF.pdf
Grantseeking Solo- Securing Awards with Limited Staff  PDF.pdfGrantseeking Solo- Securing Awards with Limited Staff  PDF.pdf
Grantseeking Solo- Securing Awards with Limited Staff PDF.pdf
 
Exit Essay - Save the Filipino Language by Renz Perez.docx
Exit Essay - Save the Filipino Language by Renz Perez.docxExit Essay - Save the Filipino Language by Renz Perez.docx
Exit Essay - Save the Filipino Language by Renz Perez.docx
 
UniSC Fraser Coast library self-guided tour
UniSC Fraser Coast library self-guided tourUniSC Fraser Coast library self-guided tour
UniSC Fraser Coast library self-guided tour
 
DISCOURSE: TEXT AS CONNECTED DISCOURSE
DISCOURSE:   TEXT AS CONNECTED DISCOURSEDISCOURSE:   TEXT AS CONNECTED DISCOURSE
DISCOURSE: TEXT AS CONNECTED DISCOURSE
 
History in your Hands slides - Class 4 (online version).pptx
History in your Hands slides - Class 4 (online version).pptxHistory in your Hands slides - Class 4 (online version).pptx
History in your Hands slides - Class 4 (online version).pptx
 
SOCIAL JUSTICE LESSON ON CATCH UP FRIDAY
SOCIAL JUSTICE LESSON ON CATCH UP FRIDAYSOCIAL JUSTICE LESSON ON CATCH UP FRIDAY
SOCIAL JUSTICE LESSON ON CATCH UP FRIDAY
 
EDL 290F Week 1 - Meet Me at the Start Line.pdf
EDL 290F Week 1 - Meet Me at the Start Line.pdfEDL 290F Week 1 - Meet Me at the Start Line.pdf
EDL 290F Week 1 - Meet Me at the Start Line.pdf
 
IR introduction Introduction, Principle & Theory
IR introduction Introduction, Principle & TheoryIR introduction Introduction, Principle & Theory
IR introduction Introduction, Principle & Theory
 
Writing Agony Letter & If type O+1 & Diphthongs + Text “Arab Science”.pdf
Writing Agony Letter & If type O+1 & Diphthongs + Text “Arab Science”.pdfWriting Agony Letter & If type O+1 & Diphthongs + Text “Arab Science”.pdf
Writing Agony Letter & If type O+1 & Diphthongs + Text “Arab Science”.pdf
 
2.15.24 The Birmingham Campaign and MLK.pptx
2.15.24 The Birmingham Campaign and MLK.pptx2.15.24 The Birmingham Campaign and MLK.pptx
2.15.24 The Birmingham Campaign and MLK.pptx
 
Intuition behind Monte Carlo Markov Chains
Intuition behind Monte Carlo Markov ChainsIntuition behind Monte Carlo Markov Chains
Intuition behind Monte Carlo Markov Chains
 
D.pharmacy Pharmacology 4th unit notes.pdf
D.pharmacy Pharmacology 4th unit notes.pdfD.pharmacy Pharmacology 4th unit notes.pdf
D.pharmacy Pharmacology 4th unit notes.pdf
 
skeletal system details with joints and its types
skeletal system details with joints and its typesskeletal system details with joints and its types
skeletal system details with joints and its types
 

Harry Surden - Artificial Intelligence and Law Overview

  • 1. Artificial Intelligence Overview Harry Surden Assoc. Professor of Law – University of Colorado Law School Affiliated Faculty, Stanford CodeX Center
  • 2. Artificial Intelligence Overview 1. What is Artificial Intelligence ? 2. Major Artificial Intelligence Techniques • Rules and Logic Based Approach • Machine Learning Based Approach • Hybrid System 3. Limits of Artificial Intelligence Today
  • 4. Artificial Intelligence (AI) • What is Artificial Intelligence (AI)? • Using computers to solve problems • Or make automated decisions • For tasks that, when done by humans, • Typically require intelligence
  • 5. Limits of Artificial Intelligence • “Strong” Artificial Intelligence • Computers thinking at a level that meets or surpasses people • Computers engaging in abstract reasoning & thinking • This is not what we have today • There is no evidence that we are close to Strong AI • “Weak” Pattern-Based Artificial Intelligence • Computers solve problems by detecting useful patterns • Pattern-based AI is an Extremely powerful tool • Has been used to automate many processes today • Driving, language translation • This is the dominant mode of AI today ✔ ✘
  • 6. Major AI Approaches Two Major AI Techniques • Logic and Rules-Based Approach • Machine Learning (Pattern-Based Approach)
  • 8. Logic and Rules-Based Approach • Logic and Rules-Based Approach • Representing processes or systems using logical rules • Top-down rules are created for computer • Computers reason about those rules • Can be used to automate processes • Example within law – Expert Systems • Turbotax • Personal income tax laws • Represented as logical computer rules • Software computes tax liability
  • 10. Machine Learning (Pattern based) • Machine Learning (ML) • Algorithms find patterns in data and infer rules on their own • ”Learn” from data and improve over time • These patterns can be used for automation or prediction • ML is the dominant mode of AI today
  • 11. Machine Learning Uses Self-Driving Vehicles Automated recommendations Computer Translation
  • 12. Learning Machine Learning Main Points Pattern Detection Data Self-Programming
  • 13. Spam or Wanted Email? System detects patterns in Email About likely markers of spam Detected Pattern Emails with “Earn Cash” More likely to be spam email Can use such detected patterns to make automated decisions about future emails Example: Email Spam Filter “Earn Cash” “Earn Cash” detected in 10% of Spam emails 0% of wanted emails
  • 14. Identification Improves Algorithm improves in performance In auto-identifying spam As it is able to examine more data And find additional indicia of spam Algorithm is “learning” over time from additional examples Example: Email Spam Filter “Free” Probability of Spam Contains “Free” 70% Spam Contains “Earn Cash” 90% Spam From Belarus 85% Spam
  • 15. For some (not all) complex tasks Requiring intelligence Intelligent Results Without Intelligence Can get “intelligent” automated results without intelligence By finding suitable Proxies or Patterns
  • 16. People use advanced cognitive skills to translate Proxies for Intelligent Results Without Intelligence Google finds statistical correlations by analyzing previously translated documents Statistical Machine Translation Produces automated translations using statistical likelihood as a “proxy” for underlying meaning
  • 17. Detecting Patterns Proxy Principle for Automation That can serve as Proxies For some underlying Cognitive Task
  • 18. Learning Machine Learning Main Points Pattern Detection Data Self-Programming
  • 19. Summary Major AI Approaches Two Major AI Techniques • Logic and Rules-Based Approach • Machine Learning (Pattern-Based Approach)
  • 20. Hybrid Systems • Many successful AI systems are hybrids of • Machine learning & Rules-Based Hybrids • e.g. Self-driving cars employ both approaches • Human intelligence + AI Hybrids • Also, many successful AI systems work best when • They work with human intelligence • AI systems supply information for humans
  • 21. Humans + Computers Technology Enhancing (Not Replacing) Humans > Humans Alone Computers Alone
  • 22. Examples of AI in Law Today • Machine Learning • AI in Litigation - E-Discovery and ”Predictive Coding” • Natural Language Processing (NLP) of Legal Documents • Automated contract analysis • Predictive Analytics for Litigation • Machine Learning Assisted Legal Research • Logic and Rules-Based Approaches • Compliance Engines • Expert Systems • Attorney Workflow Rule Systems • Automated Document Assembly
  • 23. Limits on Artificial Intelligence • Artificial Intelligence Accomplishments • Automate many things that couldn’t do before • Limits • Many things still beyond the realm of AI • No thinking computers • No Abstract Reasoning • Often AI systems Have Accuracy Limits • Many things difficult to capture in data • Sometimes Hard to interpret Systems
  • 24. Questions Harry Surden Associate Professor of Law University of Colorado Law School Affiliated Faculty, Stanford CodeX Center Twitter: @HarrySurden Email: hsurden@colorado.edu