{"id":604,"date":"2025-11-08T20:21:17","date_gmt":"2025-11-08T20:21:17","guid":{"rendered":"https:\/\/haptonstahl.org\/polimath\/?p=604"},"modified":"2025-11-10T15:41:00","modified_gmt":"2025-11-10T15:41:00","slug":"get-someone-else-to-do-it","status":"publish","type":"post","link":"https:\/\/haptonstahl.org\/polimath\/get-someone-else-to-do-it\/","title":{"rendered":"Get someone else to do it"},"content":{"rendered":"\nThe easiest way to get something done is to get someone else to do it.\n\n\n\n<h2 class=\"wp-block-heading\">Thanksgiving dinner<\/h2>\n\n\n\n<p class=\"\">Dad is about to put the turkey in the oven. There&#8217;s a lot of food yet to prepare. Three guests wander into the kitchen and ask how they can help. The last thing Dad needs is a distraction!<\/p>\n\n\n\n<p class=\"\">Dad figures it will take him an hour to finish preparing the meal. The guests don&#8217;t know the kitchen, so they can only do what is needed half as fast, and Dad won&#8217;t be able to do anything at all if he&#8217;s showing them what to do.<\/p>\n\n\n\n<p class=\"\">Dad&#8217;s choices:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"\">Do it himself.<br>60 minutes.<\/li>\n\n\n\n<li class=\"\">Step away from the knives and focus entirely on showing them what to do.  The guests do the work.<br>40 minutes. <\/li>\n<\/ol>\n\n\n\n<p class=\"\">Bonus: Dad gets to tell sea stories while they prepare the feast, making it a social activity.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Platforms and User-Generated Content<\/h2>\n\n\n\n<p class=\"\">Jack Musckerberg wants to start a website where they can sell ads. The problem: He needs content to attract visitors, and he needs new content continually to keep them coming.<\/p>\n\n\n\n<p class=\"\">Jack&#8217;s choice:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"\">Hire content creators to generate content.<br>Marginal cost per page of content: $25.<\/li>\n\n\n\n<li class=\"\">Create a platform where the users themselves post pictures of cats. <br>Marginal cost per page of content: &lt; $0.01.<\/li>\n<\/ol>\n\n\n\n<p class=\"\">Bonus: Safe Harbor (<a href=\"https:\/\/www.law.cornell.edu\/uscode\/text\/17\/512\">17 U.S. Code \u00a7 512<\/a>) means he&#8217;s less liable for some problematic content.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Software and plugins\/extensions<\/h2>\n\n\n\n<p class=\"\">The new application FaceHugger is a tool for aliens using machine learning models. ML moves fast, and it&#8217;s difficult to keep the software up-to-date with the latest algorithms.<\/p>\n\n\n\n<p class=\"\">The proprietor from another world has to choose:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"\">Bring the entire hive to Earth to implement new models.<br>Cost per model: One <a href=\"https:\/\/en.wikipedia.org\/wiki\/To_Serve_Man_(The_Twilight_Zone)\">meal<\/a> for the alien modeler.<\/li>\n\n\n\n<li class=\"\">Make the software support plugins and give credit to hooman contributors.<br>Cost per model: &lt; $0.01.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">Moving Mt. Honeycrisp<\/h2>\n\n\n\n<p class=\"\">Shia is interviewing at Aleph, a startup in search. Aleph hires strictly based on IQ, so their interview process asks some interesting questions.<\/p>\n\n\n\n<p class=\"\">&#8220;How would you move Mt. Honeycrisp?&#8221;<\/p>\n\n\n\n<p class=\"\">(Two of) Shia&#8217;s choices:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"\">Bulldozers.<\/li>\n\n\n\n<li class=\"\">Start a religion, where the highest ritual is a pilgrimage to Mt. Honeycrisp. Adherents are to take a piece of the mountain home with them.<\/li>\n<\/ol>\n\n\n\n<p class=\"\">Bonus: Shia doesn&#8217;t have to worry about where to put the mountain.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Assorted sorting<\/h2>\n\n\n\n<p class=\"\">Sally is applying for a job as a machine learning engineer. Having met with the charismatic and empathetic hiring manager, the next step is the Python test. The examiner directs, &#8220;Write code to sort this DataFrame on the second column.&#8221;<\/p>\n\n\n\n<p class=\"\">She could:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"\">Implement a sorting algorithm from scratch. This <em>is<\/em> a coding test, right? She can show off her familiarity with bubble sort.<\/li>\n\n\n\n<li class=\"\">Use a provided library: <code>df_sorted = df.sort_values(by=1)<\/code>.<\/li>\n<\/ol>\n\n\n\n<p class=\"\">Bonuses:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\">It&#8217;s more Pythonic.<\/li>\n\n\n\n<li class=\"\">Total of <code>(development time) + (runtime)<\/code> is guaranteed to be faster, and the interview is only an hour.<\/li>\n\n\n\n<li class=\"\">There will be fewer bugs and better handling of edge cases.<\/li>\n<\/ul>\n\n\n\n<p class=\"\">But wait! Doesn&#8217;t that mean someone else is doing <em>more<\/em> work? Not if things are set up right.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Data science team collaboration<\/h2>\n\n\n\n<p class=\"\">Chris and Barinder are experimenting with ML models. Each model has many similar, complicated parts (data splits without leakage, training, tuning, calibration, testing, etc.)<\/p>\n\n\n\n<p class=\"\">They could:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"\">Work separately, each creating their own code tuning and calibrating the models.<\/li>\n\n\n\n<li class=\"\">Split the work, Chris building a generic tuning capability and Barinder building a generic calibration capability. Even with the extra work of generalizing the code, there will be more time to refine, test, optimize, and harden the code.<\/li>\n<\/ol>\n\n\n\n<p class=\"\">Bonuses include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/Linus%27s_law\">Given enough eyeballs, all bugs shallow.<\/a><\/li>\n\n\n\n<li class=\"\">Collaboration is part of the fun of being on a team.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Thanksgiving dinner Dad is about to put the turkey in the oven. There&#8217;s a lot of food yet to prepare. Three guests wander into the kitchen and ask how they can help. The last thing Dad needs is a distraction! Dad figures it will take him an hour to finish preparing the meal. The guests [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":609,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","pagelayer_contact_templates":[],"_pagelayer_content":"","footnotes":""},"categories":[6,5,15],"tags":[],"class_list":["post-604","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","category-leadership","category-strategy"],"_links":{"self":[{"href":"https:\/\/haptonstahl.org\/polimath\/wp-json\/wp\/v2\/posts\/604","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/haptonstahl.org\/polimath\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/haptonstahl.org\/polimath\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/haptonstahl.org\/polimath\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/haptonstahl.org\/polimath\/wp-json\/wp\/v2\/comments?post=604"}],"version-history":[{"count":5,"href":"https:\/\/haptonstahl.org\/polimath\/wp-json\/wp\/v2\/posts\/604\/revisions"}],"predecessor-version":[{"id":616,"href":"https:\/\/haptonstahl.org\/polimath\/wp-json\/wp\/v2\/posts\/604\/revisions\/616"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/haptonstahl.org\/polimath\/wp-json\/wp\/v2\/media\/609"}],"wp:attachment":[{"href":"https:\/\/haptonstahl.org\/polimath\/wp-json\/wp\/v2\/media?parent=604"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/haptonstahl.org\/polimath\/wp-json\/wp\/v2\/categories?post=604"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/haptonstahl.org\/polimath\/wp-json\/wp\/v2\/tags?post=604"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}