Harry Surden - Artificial Intelligence and Law Overview

30,751 views

Published on

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

Published in: Education
  • nice summary of Artificial Inteligence. Hope the Strong AI can be released soon so it can simplify the work of human
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • I’m so excited! Thanks to Dr.Unity for bringing back my Ex-husband and brought great joy to me today! Unityspelltemple@gmail.com is certainly the best spell caster online,if you need your Ex lover back fast!and his result is 100% guarantee.. 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 would come back to me, I was really upset 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. 28 hours 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 real and powerful 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 back or your husband moved to another woman, do not cry anymore, contact this powerful spell caster now. Here’s his contact: Email him at: Unityspelltemple@gmail.com , you can also call him or add him on Whats-app: +2348071622464 , you can also visit his website: https://unityspelltempe.blogspot.com .
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • How I Got My Ex Husband Back........... I am Shannon by name. Greetings to every one that is reading this testimony. I have been rejected by my husband after three(3) years of marriage just because another woman had a spell on him and he left me and the kid to suffer. one day when i was reading through the web, i saw a post on how this spell caster on this address Makospelltemple@yahoo.com , have help a woman to get back her husband and i gave him a reply to his address and he told me that a woman had a spell on my husband and he told me that he will help me and after 2 days that i will have my husband back. i believed him and today i am glad to let you all know that this spell caster have the power to bring lovers back. because i am now happy with my husband. Thanks for Dr.Mako. His email: Makospelltemple@yahoo.com OR.His WhatsApp Number:+2347054263874.
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • How I Got My Ex Husband Back........... I am Shannon by name. Greetings to every one that is reading this testimony. I have been rejected by my husband after three(3) years of marriage just because another woman had a spell on him and he left me and the kid to suffer. one day when i was reading through the web, i saw a post on how this spell caster on this address Makospelltemple@yahoo.com , have help a woman to get back her husband and i gave him a reply to his address and he told me that a woman had a spell on my husband and he told me that he will help me and after 2 days that i will have my husband back. i believed him and today i am glad to let you all know that this spell caster have the power to bring lovers back. because i am now happy with my husband. Thanks for Dr.Mako. His email: Makospelltemple@yahoo.com OR.His WhatsApp Number:+2347054263874.
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • Great description of where we are today. What are your thoughts on tomorrow..?
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here

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

×