{"id":960,"date":"2017-05-05T21:01:25","date_gmt":"2017-05-05T19:01:25","guid":{"rendered":"http:\/\/www.sarahmestiri.com\/?p=960"},"modified":"2017-05-10T09:46:06","modified_gmt":"2017-05-10T07:46:06","slug":"a-glimpse-into-ai-potential-between-today-and-tomorrow","status":"publish","type":"post","link":"https:\/\/www.sarahmestiri.com\/index.php\/2017\/05\/05\/a-glimpse-into-ai-potential-between-today-and-tomorrow\/","title":{"rendered":"A glimpse into AI potential between today and tomorrow (part 1)"},"content":{"rendered":"

April 23rd, I was honored to be invited by <\/em><\/strong>GDG Monastir<\/em><\/strong><\/a> (Tunisia) as a speaker in Google Next 2017 extended event. My talk was about Artificial intelligence and following is the written version of the idea I wanted to communicate.<\/em><\/strong><\/p>\n

I bet that when you think\/hear about Artificial Intelligence many thoughts pop to your mind! Big Data, IBM Watson, Alexa, Google self-driving car, NAO, Turing, Google Cloud, but what\u2019s Artificial Intelligence? Is it a brain that can outperform human\u2019s brain? How does AI impact our everyday life? What are the technologies behind AI?<\/p>\n

What’s AI?<\/span><\/strong><\/h3>\n

Back to 1950, when Alan Turing<\/a>, a computer science pioneer, started thinking about \u201cWhat if machines learn?\u201d. He invented Turing Test in the aim of making an intelligent machine. The test was an adaptation of a Victorian-style competition called the imitation game<\/em>. At that time, Alan pinpointed a possible horizon of AI that many didn\u2019t believe on or ever imagined.<\/p>\n

It\u2019s only 5 years later that, in Dartmouth Conference, John McCarthy<\/a> coined the term of \u201cArtificial Intelligence\u201d, defining it as \u201cthe science and engineering of making intelligent machines<\/strong>\u201d.<\/p>\n

Intelligent machines, artificial intelligence.. well let\u2019s define intelligence before digging deeper.<\/p>\n

\"\"
What Intelligence consists of [1]<\/figcaption><\/figure>As we can see, Intelligence consists of:<\/p>\n
    \n
  1. \u00a0the ability to process data<\/strong>,<\/li>\n
  2. learn<\/strong>,<\/li>\n
  3. solve a\u00a0complex problem<\/strong> in special purpose as well as general-purpose domain,<\/li>\n
  4. ability to reason and to draw inferences based on the situation<\/strong>.<\/li>\n<\/ol>\n

    Do the machines have all these abilities? Some of you will say “I think yes!” others will object..and what I suggest here is to discover together the answer by checking where is artificial intelligence now! because there is no better convincing argument than real facts!<\/p>\n

    What’s the impact of AI?<\/strong><\/span><\/h3>\n

    AI has an impact in different industries: automobile, e-commerce, marketing, robotics, mobile and the list is still longer! And one of the most important pillars of a human being is, without any\u00a0doubt: health. No one could make any advancement in technology if his health situation was deficient somehow. So, investing on AI in the health sector\u00a0is a big deal for many companies including IBM and Google.<\/p>\n

    Artificial Intelligence is helping doctors better explore the human body and deal with its complexity. April 2017, a research conducted by a team at the University of Nottingham in the United Kingdom, proved that doctors can better predict patient’s heart attack risk when using AI. This can save thousands or millions of people every year.<\/p>\n

    \"\"<\/p>\n

    The fact is each year, between 15 million and 20 million people fall victim to cardiovascular disease, which includes heart attacks, strokes, and blocked arteries. Doctors use a method called ACC\/AHA, based on some guidelines like age, cholesterol level, and blood pressure to predict the risk of heart attack. Actually, the method is revealed to be not very efficient. The complexity of human body still hides some unknown biological guidelines.<\/p>\n

    Fortunately, as Stephen Weng, an epidemiologist at the University of Nottingham, told Science Magazine. \u201cWhat computer science allows us to do is to explore those associations.\u201d \u00a0Trying out some machine learning algorithms like logistic regression and neural network on the problem, resulted in better predictions! The algorithm was\u00a07.6 percent more often than the ACC\/AHA method and resulted in 1.6 percent fewer false positives. That means that in a sample size of around 83,000 patient records, 355 additional lives could have been saved<\/a>. [2]<\/p>\n

    Achievements of AI in medicine don’t end there:<\/p>\n

      \n
    1. IBM Watson for oncology<\/span>\u00a0is working cancer diagnosis,<\/li>\n
    2. Google DeepMind blindness detection:\u00a0Two million people are living with sight loss in the UK, of whom around 360,000 are registered as blind or partially sighted. [3] The research project is investigating how technology could help to better analyze scans, giving doctors a better understanding of eye disease. \u00a0The team working on developed an AI algorithm\u00a0that can automatically identify diabetic retinopathy, a leading cause blindness among adults.\u00a0\u201cWe were able to take something core to Google\u2014classifying cats and dogs and faces\u2014and apply it to another sort of problem,\u201d says Lily Peng, the physician and biomedical engineer who oversees the project at Google.<\/em><\/li>\n
    3. Robots as surgery and patient assistants<\/a>\u00a0like Romeo, developed by\u00a0SoftBank for elderly assistance.<\/li>\n<\/ol>\n

      While it’s true that\u00a0a lot of work still need to be done in order to actually help developing medical services and patient assistance, AI impact is already there and doctors believe in how collaboration with AI will be beneficial, \u201cI can\u2019t stress enough how important it is,\u201d Elsie Ross, a vascular surgeon at Stanford University in Palo Alto, California, told Science, \u201cand how much I really hope that doctors start to embrace the use of artificial intelligence to assist us in care of patients.\u201d<\/p>\n

      Moving on to the first field that grew with AI: Games<\/strong>.
      \nThe story started with computers beating humans at games like chess or Jeopardy by simply calculating all possible moves on a board or rote learning.<\/p>\n

      Today, computers may even have the ability to think ahead and reason! Researchers were not considering\u00a0these possibilities before Google’s Alpha Go win<\/a>!<\/p>\n

      \"\"<\/p>\n

      March 2016, Lee Se-dol, one of the world’s top Go players, won just one of the matches against the AlphaGo program. The game is considered to be much more complicated than chess, as it has much more move possibilities ( >\u00a010170<\/sup> legal positions). \u00a0Thus, it usually requires a special human skill: intuition and creativity.<\/p>\n

      DeepMind researchers said that kind of computing power has real-world promise outside of gaming, especially in health care and science.<\/p>\n

      Health, Gaming, what else?<\/strong><\/p>\n

      \"\"
      Google self-driving car<\/figcaption><\/figure>\n

      Well,\u00a0people are now talking about vehicles that not only transport us but also think for us!<\/p>\n

      “Google began testing a self-driving car in 2012, and since then, the U.S. Department of Transportation has released definitions<\/a> of different levels of automation, with Google\u2019s car classified as the first level down from full automation. Other transportation methods are closer to full automation<\/a>, such as buses and trains.<\/em>”<\/p>\n

      AI application areas in transportation field are quite diverse. Thanks to pattern recognition, system identification, classification and many other subsets of Artificial intelligence, transportation has known a huge evolution over the years!<\/p>\n

      Traffic state tracking,\u00a0advanced driver assistance systems (ADAS)<\/a>, driver alert systems<\/a>\u00a0(e.g drowsiness detection)\u00a0already exist to provide drivers with a better driving experience. Google, Tesla, Volvo as well as many other companies are focusing on providing road safety in a way that “Artificial intelligence could change our emotional as well as our practical relationship with cars<\/em>“.<\/p>\n

      Ok, you may tell me: that all sounds good but I just don’t have all these applications of AI around me! “I’m not in the USA to see self-driving cars”, “I’m not a doctor to try out AI assistance in my job”, “I don’t play games!”\u00a0I’m not sure about the impact of AI in my life!<\/p>\n

      \"\"<\/p>\n

      You are already using AI! It’s not a science fiction! It’s real. Maybe, you are just\u00a0not aware of it! And whether you want it or not, Artificial intelligence is influencing each aspect of your everyday life.<\/p>\n

      While surfing on the internet you are experimenting user behavior tracking. Many companies like Google, Amazon, Facebook and others are using your preferences, history, searches, and purchases, in order to predict\u00a0your interests and target you according to the situation (Facebook news feed, ads on the right\/left side of a website page, suggestions of books to buy,..). So, through Google search, Facebook, movies recommendations in Netflix, Amazon store, you encounter aspects of Artificial intelligence.<\/p>\n

      AI is within your mobile too! Siri, Google Now, Cortana are all intelligent assistants using AI technologies designed\u00a0to help you get answers to your questions, or perform actions with voice control. For example, you can say: “What’s the weather today?” and the assistant will search for the information and relate it to you.<\/p>\n

      Not only that, AI is also used for online customer support. Not every website you visit has a live person communicating with you. In many cases,\u00a0you\u2019re talking to a rudimentary AI (chatbots).<\/p>\n

      You see? AI is everywhere! Your smartphone, your car, your bank and your house possibly too!<\/p>\n

      \"\"<\/p>\n

       <\/p>\n

      At this point, the story is starting to be like a horror film: talking about all these AI impacts is raising some questions..it seems controversial, right? Intuition, creativity, assistance, holding your data and maybe risking your privacy, using data to train machines, helping doctors,\u00a0distracted driver-spotting, Humanoid robots<\/a>, what’s next? Does Artificial intelligence hold real “Intelligence” (that we defined at the beginning)? Is AI going to take our jobs?\u00a0<\/span><\/p>\n

      To be continued…<\/strong><\/em><\/p>\n

      Resources:<\/p>\n

      [1] Artificial intelligence defined, Deloitte<\/a>.<\/p>\n

      [2] Can machine-learning improve cardiovascular risk prediction using routine clinical data?<\/a><\/p>\n

      [3] Google DeepMind research in health<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"

      April 23rd, I was honored to be invited by GDG Monastir (Tunisia) as a speaker in Google Next 2017 extended event. My talk was about Artificial intelligence and following is the written version of the idea I wanted to communicate. I bet that when you think\/hear about Artificial Intelligence many thoughts pop to your mind! […]<\/p>\n","protected":false},"author":1,"featured_media":985,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"sfsi_plus_gutenberg_text_before_share":"","sfsi_plus_gutenberg_show_text_before_share":"","sfsi_plus_gutenberg_icon_type":"","sfsi_plus_gutenberg_icon_alignemt":"","sfsi_plus_gutenburg_max_per_row":"","footnotes":""},"categories":[11,13],"tags":[],"class_list":["post-960","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-my-activities","category-technology"],"_links":{"self":[{"href":"https:\/\/www.sarahmestiri.com\/index.php\/wp-json\/wp\/v2\/posts\/960","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sarahmestiri.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.sarahmestiri.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.sarahmestiri.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sarahmestiri.com\/index.php\/wp-json\/wp\/v2\/comments?post=960"}],"version-history":[{"count":34,"href":"https:\/\/www.sarahmestiri.com\/index.php\/wp-json\/wp\/v2\/posts\/960\/revisions"}],"predecessor-version":[{"id":1003,"href":"https:\/\/www.sarahmestiri.com\/index.php\/wp-json\/wp\/v2\/posts\/960\/revisions\/1003"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.sarahmestiri.com\/index.php\/wp-json\/wp\/v2\/media\/985"}],"wp:attachment":[{"href":"https:\/\/www.sarahmestiri.com\/index.php\/wp-json\/wp\/v2\/media?parent=960"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sarahmestiri.com\/index.php\/wp-json\/wp\/v2\/categories?post=960"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.sarahmestiri.com\/index.php\/wp-json\/wp\/v2\/tags?post=960"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}