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Machine Learning and Artificial Intelligence; Our future relationship with the machines

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The difference between Machine Learning and Artificial Intelligence. A discussion on the various future scenarios of working with Big Data and how human can compliment machines to solve more complex challenges

Publicada em: Tecnologia

Machine Learning and Artificial Intelligence; Our future relationship with the machines

  1. 1. Machine Learning / Artificial Intelligence OUR FUTURE WITH THE MACHINE ALEX POON 2/27/2014
  2. 2. ALEX POON • VP Engineering @ Outbrain (JUST QUIT) • Co-founder of Visual Revenue (Acquired by Outbrain 2013) • Love scalable systems, machine learning; Fascinated by Robots • Used to build signal intelligence software for Unmanned Aerial Vehicle (UAV) • Play Zerg in Starcraft II
  3. 3. ARTIFICIAL INTELLIGENCE
  4. 4. MACHINE LEARNING INPUT BLACK BOX OUTPUT TRAINING DATA
  5. 5. ARTIFICIAL INTELLIGENCE The INTELLIGENCE exhibited by machines or software, and the branch of computer science that develops machines and software with INTELLIGENCE. MACHINE LEARNING A branch of artificial intelligence, concerns the construction and study of systems that can LEARN from data SOURCE WIKIPEDIA
  6. 6. intelligence REASONING Human Only Human + Data Informed algorithmic Human + Machine Assisted Machine Only http://x.ai/2014/01/23/our-future-relationship-with-robots/ manual ACTION automatic
  7. 7. intelligence REASONING Human Only Human + Data Informed algorithmic Human + Machine Assisted Machine Only http://x.ai/2014/01/23/our-future-relationship-with-robots/ manual ACTION automatic
  8. 8. What about the future? HUMAN ONLY MACHINE ONLY
  9. 9. FUTURE: A little bit of both More Data Sources Working with Machines Natural Languages Now H Only H + Data Informed H+M Assisted M Only Future H Only H + Data Informed H + M Assisted M Only
  10. 10. Working with Machines 1 INPUT 2 INPUT Input 3 Input INPUT Analyze Analyze Analyze Decide Decide Decide
  11. 11. Working with Machines 1 INPUT 2 INPUT Input 3 Input INPUT Analyze Analyze Analyze Decide Decide Decide
  12. 12. SUMMARY • Strong Machine Learning techniques != Intelligence • In the near future, more data, sensors, natural language input • Machine and human cooperate to solve complex problems • Human judgments can improve algorithms when done right • We can partner with machines if we understand them
  13. 13. ALEX POON alexpoonnyc@gmail.com @alexpoon06 Excited about Machine Learning, NLP, and Data Engineering? Look me up!

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