{"id":579,"date":"2021-07-24T16:52:25","date_gmt":"2021-07-24T22:52:25","guid":{"rendered":"http:\/\/janemfraser.com\/?p=579"},"modified":"2021-07-26T16:52:51","modified_gmt":"2021-07-26T22:52:51","slug":"machine-recipes","status":"publish","type":"post","link":"http:\/\/janemfraser.com\/?p=579","title":{"rendered":"Machine recipes"},"content":{"rendered":"\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"http:\/\/janemfraser.com\/wp-content\/uploads\/2021\/07\/image-3.png\"><img loading=\"lazy\" decoding=\"async\" width=\"356\" height=\"485\" src=\"http:\/\/janemfraser.com\/wp-content\/uploads\/2021\/07\/image-3.png\" alt=\"\" class=\"wp-image-580\" srcset=\"http:\/\/janemfraser.com\/wp-content\/uploads\/2021\/07\/image-3.png 356w, http:\/\/janemfraser.com\/wp-content\/uploads\/2021\/07\/image-3-220x300.png 220w\" sizes=\"auto, (max-width: 356px) 100vw, 356px\" \/><\/a><\/figure><\/div>\n\n\n\n<p>Source: <a href=\"https:\/\/www.loc.gov\/resource\/fsa.8b07637\/\">Library of Congress<\/a>. This image is in the public domain.<\/p>\n\n\n\n<p>\u201c\u2019Share The Meat\u2019 recipes. Baked bean loaf. Mash three cups of cooked beans, or chop them very fine. Add a chopped onion, one-half cup of milk (water or the liquid from the cooked beans may be substituted), a beaten egg and a cup of bread crumbs. A little finely chopped celery is good too. Season to taste with salt, pepper and dried herbs.\u201d 1942<\/p>\n\n\n\n<p><strong>What\u2019s new?<\/strong><\/p>\n\n\n\n<p>The June 19-25 issue of the magazine <em><a href=\"https:\/\/www.newscientist.com\/\">New Scientist<\/a><\/em> has a <a href=\"https:\/\/www.newscientist.com\/article\/mg25033390-200-the-essential-guide-to-the-algorithms-that-run-your-life\/\">cover story<\/a> titled \u201cThe Algorithms That Run Your Life. What they do, and how they shape your every decision.\u201d The article discusses the use of computers in Facebook\u2019s news feed, weather forecasting, compression of computer files to take up less space, Google search, financial trading, encryption, medical decision making, Internet communication, and computer simulation.<\/p>\n\n\n\n<p><strong>What does it mean?<\/strong><\/p>\n\n\n\n<p>In a sidebar, New Scientist discusses the meaning of algorithm, defining it first as \u201ca sequence of instructions that takes an input, performs some repeatable computation on it and provides an output\u201d or \u201ca super-precise recipe.\u201d But the author also notes that increasingly the word algorithm is used \u201cto describe almost anything that a computer accomplishes.\u201d<\/p>\n\n\n\n<p>The examples discussed in the article, and even the discussion of the word algorithm, conflate a lot of issues with the increasing use of computers. One issue is the way in which the algorithm is created; it can be based on an understanding of the context, as in weather forecasting, or it can be based on vast amounts of data resulting in an algorithm that no one really understands, as in the Facebook algorithm. Other issues are the degree to which the algorithm functions with or without human supervision, the magnitude of the potential ill effects if the algorithm errs in a particular case, and the awareness of users of how the algorithm was created and is being used.<\/p>\n\n\n\n<p>In the editorial comment in the issue, <em>New Scientist<\/em> highlights that last issue: \u201cWe outsource all kinds of decisions to computers, yet can\u2019t easily see how these were made.\u201d They cite the recent use in England of an algorithm to assign grades to students who had missed taking exams during the pandemic and the resulting problems.<\/p>\n\n\n\n<p>The <em>New Scientist <\/em>article is valuable in the wide range of examples it cites, prompting me to search for other algorithms in my life. For example, I mostly use my point-and-shoot Nikon Coolpix camera in its automatic mode, which surely affects the quality of the pictures I take without my thinking about it too much. As I seek to improve my photographs, I will need to abandon my reliance on the camera\u2019s algorithm and make conscious choices of settings.<\/p>\n\n\n\n<p>I have had to learn to drive differently in my partner\u2019s 2018 Kia with automatic transmission than in my own 2010 Kia with manual transmission. The former decides when to shift while I must make that decision myself in my car, but I find I sometimes need to think and anticipate the automatic action of Mark\u2019s car (for example, when merging on the highway). &nbsp;<\/p>\n\n\n\n<p>I use Google for directions from one place to another, sometimes even in my own town, and usually I look at what its algorithm for finding the shortest route suggests, then I decide the suggestion is good and I follow it, but in some cases, I know that the route will not be a good one (school is letting out right now so that route will be slow). I appreciate the suggestion from the algorithm but stay in complete control<\/p>\n\n\n\n<p>More disconcerting were the examples where I know there is an algorithm, but I really don\u2019t understand what it is doing. Some pieces of software (Zoom, Word, or Facebook) take actions that I simply can\u2019t explain, replicate, or avoid. I know that some online stores adjust the price they show me based on whether I am logged in or not and on whether I enter a catalog number from which I am shopping. Savvy travelers try to time their purchase of, for example, airline tickets \u2013 but I really don\u2019t want to spend my time trying to outwit an algorithm. The clock across the room from me is an atomic clock, so checks its time with a central location, but sometimes, inexplicably to me, it suddenly speeds ahead in time, eventually reaching what it must have determined is the correct time. What algorithms can you find in your life?<\/p>\n\n\n\n<p><strong>What does it mean for you?<\/strong><\/p>\n\n\n\n<p>Highly automated manufacturing machines depend on many algorithms, most of which improve the operation of that manufacturing facility, but I urge you to look under the hood of those algorithms. An algorithm that is predicting tool wear and telling an operator when to replace a tool may or may not be tuned to the priorities and costs of your shop. An algorithm that is pricing out items and estimating time to create a bid may or may not reflect your changing costs and your workforce\u2019s capabilities. In some cases, what is optimal for an algorithm when viewed at a small scale, may not be optimal when viewed in the context of your entire system.<\/p>\n\n\n\n<p>We can\u2019t, of course, look into every algorithm in our businesses, if only because companies treat such knowledge as proprietary. If I don\u2019t create the algorithm, or I don\u2019t have enough knowledge of the algorithm to let me adjust to it, then I have to act based on trust. The <em>New Scientist<\/em> editorial concludes with the sentence, \u201cBut who knows where we will end up if we carry on delegating decisions to machines we can\u2019t completely understand?\u201d<\/p>\n\n\n\n<p>Ultimately, I believe, the factor that matters most is trust, but not trust of the machine, but trust of the people who programmed that machine. Do I trust the people and the company that made that algorithm? There are online stores I no longer use because I cannot trust that they are showing me a fair price for an item; I don\u2019t want to buy from a company that is trying to game me.<\/p>\n\n\n\n<p>Business has always, of course, relied on trust, but the complicated an often hidden nature of algorithms complicates the evaluation. Who are you going to trust?<\/p>\n\n\n\n<p><strong>Where can I learn more?<\/strong><\/p>\n\n\n\n<p>In 2017 The Deseret News published <a href=\"https:\/\/www.deseret.com\/2017\/3\/10\/20607853\/how-algorithms-affect-our-way-of-life#chances-are-youve-heard-of-algorithms-over-the-years-but-experts-say-everyone-needs-to-become-aware-of-what-they-are-and-how-they-stand-to-change-life-on-earth-in-the-future\">a similar article<\/a> with other examples of algorithms, including the evaluation of teachers, and with a discussion of possible impacts on society. A <a href=\"https:\/\/www.wired.co.uk\/article\/algorithm-decision-making\">2018 article<\/a> in Wired documented a week of following the suggestions of algorithms. The author concludes that the everyday algorithms of Facebook, Spotify, and Amazon probably don\u2019t affect her as much as the algorithms that are more hidden: \u201cWhen algorithms decide if we should be put forward for that job or be offered that loan, or inform which new train routes get built or whether our legal cases get dropped or pursued, we don\u2019t get a say.\u201d<\/p>\n\n\n\n<p><a href=\"https:\/\/www.analyticssteps.com\/blogs\/7-popular-applications-machine-learning-daily-life\">An article on machine learning<\/a> has some very good examples of how algorithms affect our lives, such as spam filters in our email. The <a href=\"https:\/\/www.pewresearch.org\/internet\/2017\/02\/08\/code-dependent-pros-and-cons-of-the-algorithm-age\/\">Pew Research Center<\/a> has studied the possible effects of increasing use of algorithms.<\/p>\n\n\n\n<p><a href=\"https:\/\/mobidev.biz\/blog\/ai-machine-learning-in-manufacturing\">This list of algorithms in manufacturing<\/a> may help you identify the algorithms in manufacturing you are using, or perhaps should be using. <a href=\"https:\/\/www.ibm.com\/topics\/industry-4-0\">Industry 4.0<\/a> has a heavy emphasis on smart manufacturing, often implemented through computer algorithms.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"http:\/\/janemfraser.com\/wp-content\/uploads\/2020\/11\/image-3.png\"><img loading=\"lazy\" decoding=\"async\" width=\"106\" height=\"44\" src=\"http:\/\/janemfraser.com\/wp-content\/uploads\/2020\/11\/image-3.png\" alt=\"\" class=\"wp-image-395\"\/><\/a><\/figure>\n\n\n\n<p>This work is licensed under a <a href=\"http:\/\/creativecommons.org\/licenses\/by\/4.0\/\">Creative Commons Attribution 4.0 International License<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Source: Library of Congress. This image is in the public domain. \u201c\u2019Share The Meat\u2019 recipes. Baked bean loaf. Mash three cups of cooked beans, or chop them very fine. Add a chopped onion, one-half cup of milk (water or the <a href=\"http:\/\/janemfraser.com\/?p=579\" class=\"read-more\">Read More &#8230;<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-579","post","type-post","status-publish","format-standard","hentry","category-technology"],"_links":{"self":[{"href":"http:\/\/janemfraser.com\/index.php?rest_route=\/wp\/v2\/posts\/579","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/janemfraser.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/janemfraser.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/janemfraser.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/janemfraser.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=579"}],"version-history":[{"count":1,"href":"http:\/\/janemfraser.com\/index.php?rest_route=\/wp\/v2\/posts\/579\/revisions"}],"predecessor-version":[{"id":581,"href":"http:\/\/janemfraser.com\/index.php?rest_route=\/wp\/v2\/posts\/579\/revisions\/581"}],"wp:attachment":[{"href":"http:\/\/janemfraser.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=579"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/janemfraser.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=579"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/janemfraser.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=579"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}