Se ha denunciado esta presentación.
Utilizamos tu perfil de LinkedIn y tus datos de actividad para personalizar los anuncios y mostrarte publicidad más relevante. Puedes cambiar tus preferencias de publicidad en cualquier momento.

Harry Surden - Artificial Intelligence and Law Overview

558.587 visualizaciones

Publicado el

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

Publicado en: Educación
  • heal from broken heart" Love spell from dr.Unity brought my husband back"contact Unityspelltemple@gmail.com to help you get your Ex lover back urgently after breakup/divorce" After 12years of marriage, me and my husband has been into one quarrel or the other until he finally left me and moved to California to be with another woman. I felt my life was over and my kids thought they would never see their father again. i tried to be strong just for the kids but i could not control the pains that torments my heart, my heart was filled with sorrows and pains because i was really in love with my husband. Every day and night i think of him and always wish he could come back to me, I was really worried and i needed help, so i searched for help online and I came across a website that suggested that Dr Unity can help get ex back fast. So, I felt I should give him a try. I contacted him and he told me what to do and i did it then he did a Love spell for me. 11hours later, my husband really called me and told me that he miss me and the kids so much, So Amazing!! So that was how he came back that same day,with lots of love and joy,and he apologized for his mistake,and for the pain he caused me and the kids. Then from that day,our Marriage was now stronger than how it were before, All thanks to Dr Unity. he is so powerful and i decided to share my story on the internet that Dr.Unity is real spell caster who i will always pray to live long to help his children in the time of trouble, if you are here and you need your ex lover back or save your marriage fast. Do not cry anymore, contact this powerful spell caster Dr.Unity now. Here’s his contact: Call/WhatsApp him: +2348071622464 ,Email him at: Unityspelltemple@gmail.com , Website:https://unityspellstemple.blogspot.com ,Your kindness will never be forgotten. Natasha Wanderly form USA...
       Responder 
    ¿Estás seguro?    No
    Tu mensaje aparecerá aquí
  • Meetings for sex in your area are there: https://bit.ly/2TQ8UAY
       Responder 
    ¿Estás seguro?    No
    Tu mensaje aparecerá aquí
  • heal from broken heart" Love spell from dr.Unity brought my husband back"contact Unityspelltemple@gmail.com to help you get your Ex lover back urgently after breakup/divorce" After 12years of marriage, me and my husband has been into one quarrel or the other until he finally left me and moved to California to be with another woman. I felt my life was over and my kids thought they would never see their father again. i tried to be strong just for the kids but i could not control the pains that torments my heart, my heart was filled with sorrows and pains because i was really in love with my husband. Every day and night i think of him and always wish he could come back to me, I was really worried and i needed help, so i searched for help online and I came across a website that suggested that Dr Unity can help get ex back fast. So, I felt I should give him a try. I contacted him and he told me what to do and i did it then he did a Love spell for me. 11hours later, my husband really called me and told me that he miss me and the kids so much, So Amazing!! So that was how he came back that same day,with lots of love and joy,and he apologized for his mistake,and for the pain he caused me and the kids. Then from that day,our Marriage was now stronger than how it were before, All thanks to Dr Unity. he is so powerful and i decided to share my story on the internet that Dr.Unity is real spell caster who i will always pray to live long to help his children in the time of trouble, if you are here and you need your ex lover back or save your marriage fast. Do not cry anymore, contact this powerful spell caster Dr.Unity now. Here’s his contact: Call/WhatsApp him: +2348071622464 ,Email him at: Unityspelltemple@gmail.com , Website:https://unityspellstemple.blogspot.com ,Your kindness will never be forgotten. Natasha Wanderly form USA.
       Responder 
    ¿Estás seguro?    No
    Tu mensaje aparecerá aquí
  • Комод в детскую комнату https://www.mebel-paradise.com.ua/modulnaya/modilnaia-mebel-svit-m/modulnaia-detskaia-multi-vishki-svit-mebliv/komod-multi-mishki-svit-mebliv
       Responder 
    ¿Estás seguro?    No
    Tu mensaje aparecerá aquí
  • S­t­a­r­t w­o­r­k­i­n­g ­a­t h­o­m­e w­i­t­h G­o­o­g­l­e! I­t's b­y-f­a­r t­h­e b­e­s­t j­o­b I'v­e h­a­d. L­a­s­t W­e­d­n­e­s­d­a­y I g­o­t a b­r­a­n­d n­e­w B­M­W ­s­i­n­c­e ­g­e­t­t­i­n­g a c­he­c­k f­o­r ­$­6­4­7­4 t­h­i­s - 4 w­e­e­k­s p­a­s­t. I b­e­g­a­n t­h­i­s 8-m­o­n­t­h­s a­g­o a­n­d i­m­m­e­d­i­a­t­e­l­y w­a­s b­r­i­n­g­i­n­g h­o­m­e a­t l­e­a­s­t $­7­7 p­e­r­ h­o­u­r. I w­o­r­k t­h­r­o­u­g­h t­h­i­s l­i­n­k, g­o t­o h­o­m­e ­t­a­b f­o­r m­o­r­e d­e­t­a­i­l. CLICK HERE►►►► www.Aprocoin.com
       Responder 
    ¿Estás seguro?    No
    Tu mensaje aparecerá aquí

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
  3. What is Artificial Intelligence?
  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)
  7. Logic and Rules- Based AI
  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
  9. Machine Learning
  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

×