Successfully reported this slideshow.
We use your LinkedIn profile and activity data to personalize ads and to show you more relevant ads. You can change your ad preferences anytime.

Harry Surden - Artificial Intelligence and Law Overview

383,194 views

Published on

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

Published in: Education
  • My husband use to cheat on me with my sister. (yes, I know is hard, but I know I’m not the only one). I will be honest: I wanted revenge. And I got it. Now I’m stepping through a great year of our relationship, and we are planning our next vacations together in Paris!!!. My dearest, you saved my love life, she never interfere with our love ever since you cast your spell. Thanks again Dr. Todd, e-mail: manifestspellcast@gmail.com or website:https://manifestspellcast.wordpress.com call/text: +1 (830) 239 0730
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • MY HUSBAND IS BACK WITH THE GREAT HELP OF DR SAM LOVE SPELL I'm so excited my broken Marriage has been restored my ex husband is back after he left me and our 2kids for another woman. i was so happy to met Dr. Sam Blogs https://supremespellcast.blogspot.com how he help many people to bring there Lover back so i contact him to help me too. that was how Dr. Sam help me to bring my husband back.. A big thank to you Dr. Sam because I never thought my ex Husband will be back to me so quickly with your spell. You are the best and world greatest. if you are here and you need your Ex Lover 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: supremespellcast@gmail.com Or supremespellcast@yahoo.com You can also Call/WhatsApp:+2347087462033 You can also visit his website: http://supremespellcast.website2.me Or http://shallymilly09.blogspot.com/
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • MY HUSBAND IS BACK WITH THE GREAT HELP OF DR SAM LOVE SPELL I'm so excited my broken Marriage has been restored my ex husband is back after he left me and our 2kids for another woman. i was so happy to met Dr. Sam Blogs https://supremespellcast.blogspot.com how he help many people to bring there Lover back so i contact him to help me too. that was how Dr. Sam help me to bring my husband back.. A big thank to you Dr. Sam because I never thought my ex Husband will be back to me so quickly with your spell. You are the best and world greatest. if you are here and you need your Ex Lover 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: supremespellcast@gmail.com Or supremespellcast@yahoo.com You can also Call/WhatsApp:+2347087462033 You can also visit his website: http://supremespellcast.website2.me Or http://shallymilly09.blogspot.com/
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • Urgent effective Love Spell to Get your ex lover back urgently Contact: Unityspelltemple@gmail.com . I’m so excited i have save my marriage and bring back my husband urgently. I was going crazy when my husband breakup with me and left me and the kids for another woman. I love my husband so much but he was cheating on me with another woman and this makes him break up with me so that he can be able to get married to the other lady and this lady i think use witchcraft on my husband to make him hate me and my kids and this was so critical and uncalled-for,I cry all day and night for God to send me a helper to get back my husband!! 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 lovespell for me. 28 hours later, my husband really called me and told me that he miss me so much, Oh My God! i was so happy, and today i am happy with my man again and we are joyfully living together as one big family and i thank the powerful spell caster Dr.Unity, he is so powerful and i decided to share my story on the internet that Dr.Unity is best spell caster online who i will always pray to live long to help his children in the time of trouble, if you are here and your lover is turning you down, or your husband moved to another woman, do not cry anymore, I want to offer a bit of advice to anyone looking for help to saving their marriage/relationship, Contact this powerful spell caster Dr.Unity NOW. email him at: Unityspelltemple@gmail.com ,you can also call him or add him on Whats-app: +2348071622464 ,His Website:http://urgenteffectivelovepell.blogspot.com .
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • @scecil598 I just started 6 weeks ago and I've gotten 2 check for a total of $2,200...this is the best decision I made in a long time! "Thank you for giving me this extraordinary opportunity to make extra money from home. This extra cash has changed my life in so many ways, thank you!".......GOOD LUCK Click this Below link ?? ?? HERE­­????? JobCrowds.com
       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

×