{"id":1972,"date":"2022-03-16T16:47:32","date_gmt":"2022-03-16T16:47:32","guid":{"rendered":"https:\/\/salarydistribution.com\/machine-learning\/2022\/03\/16\/can-you-beat-a-simple-machine-learning-model\/"},"modified":"2022-03-16T16:47:32","modified_gmt":"2022-03-16T16:47:32","slug":"can-you-beat-a-simple-machine-learning-model","status":"publish","type":"post","link":"https:\/\/salarydistribution.com\/machine-learning\/2022\/03\/16\/can-you-beat-a-simple-machine-learning-model\/","title":{"rendered":"Can you beat a simple Machine Learning model?\u00a0"},"content":{"rendered":"<div>\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/www.oscars.org\/oscars\/ceremonies\/2022\" target=\"_blank\">The 94th Academy Awards<\/a> honoring movies released in 2021 will take place on <strong>March 27, 2022<\/strong>. This year, we\u2019d like to make <a rel=\"noreferrer noopener\" href=\"https:\/\/blog.bigml.com\/2021\/04\/27\/grading-our-2021-oscars-machine-learning-predictions\/\" target=\"_blank\">our annual ritual<\/a> in predicting the Oscar winners via Machine Learning even more engaging by inviting all of you to actively take part in this fun challenge.<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" data-attachment-id=\"30433\" data-permalink=\"https:\/\/blog.bigml.com\/oscars-2022\/\" data-orig-file=\"https:\/\/littleml.files.wordpress.com\/2022\/03\/oscars-2022.jpg\" data-orig-size=\"1200,630\" data-comments-opened=\"1\" data-image-meta='{\"aperture\":\"0\",\"credit\":\"\",\"camera\":\"\",\"caption\":\"\",\"created_timestamp\":\"0\",\"copyright\":\"\",\"focal_length\":\"0\",\"iso\":\"0\",\"shutter_speed\":\"0\",\"title\":\"\",\"orientation\":\"0\"}' data-image-title=\"oscars-2022\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/littleml.files.wordpress.com\/2022\/03\/oscars-2022.jpg?w=300\" data-large-file=\"https:\/\/littleml.files.wordpress.com\/2022\/03\/oscars-2022.jpg?w=810\" src=\"https:\/\/littleml.files.wordpress.com\/2022\/03\/oscars-2022.jpg?w=1024\" alt=\"2022 Academy Awards Predictions\" class=\"wp-image-30433\"><figcaption>Ready, Get Set\u2026Predict!<\/figcaption><\/figure>\n<h2>Prediction Categories<\/h2>\n<p><strong><a href=\"https:\/\/bigml.com\/shared\/dataset\/mgEg7bE4rDsrShvo5XHBIx461FM\" target=\"_blank\" rel=\"noreferrer noopener\">This dataset<\/a> is prepared to predict the following 20 categories.<\/strong> Feel free to predict all of them, any of them, or just one. It\u2019s up to you! Just know that you will probably need to build one model per category for better results.<\/p>\n<div class=\"wp-container-1 wp-block-columns\">\n<div class=\"wp-block-column\">\n<ul>\n<li>Best Picture<\/li>\n<li>Best Director<\/li>\n<li>Best Actor in a Leading Role<\/li>\n<li>Best Actress in a Leading Role<\/li>\n<li>Best Actor in a Supporting Role<\/li>\n<li>Best Actress in a Supporting Role<\/li>\n<li>Best Adapted Screenplay<\/li>\n<li>Best Original Screenplay<\/li>\n<li>Best Cinematography<\/li>\n<li>Best Costume Design<\/li>\n<\/ul>\n<\/div>\n<div class=\"wp-block-column\">\n<ul>\n<li>Best Film Editing<\/li>\n<li>Best Sound Editing<\/li>\n<li>Best Sound Mixing<\/li>\n<li>Best Visual Effects<\/li>\n<li>Best Makeup and Hairstyling<\/li>\n<li>Best Music, Original Song<\/li>\n<li>Best Music, Original Score<\/li>\n<li>Best Production Design<\/li>\n<li>Best International Feature Film<\/li>\n<li>Best Animated Feature Film<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<h2>The Data<\/h2>\n<p>The following three datasets are <strong>work-in-progress datasets<\/strong> with the information available up until now. In the coming days, some more movie industry awards will be handed that could also be useful when making Oscars predictions. The last event will take place on March 20, so <strong>we will update the complete dataset on March 21<\/strong>. Feel free to use these datasets or add other data sources as you see fit.<\/p>\n<p>Kindly notice that the objective fields are listed as \u201cOscar_Best_XXXXXXX_won\u201d and there are 20 different categories you can predict. You will most likely need to build one model per category. The remaining fields are the predictor fields ,e.g., \u201cOscar_Best_XXXXXX_nominated\u201d. Below are some explanations.<\/p>\n<ul>\n<li>XXXXXXX_won: Numeric (number of awards won at that specific event)<\/li>\n<li>XXXXXXX_won_categories: Items (categories that were won at that specific event)<\/li>\n<li>XXXXXXX_nominated: Numeric (number of nominations for that specific event)<\/li>\n<li>XXXXXXX_nominated_categories: Items (nominations for that specific event)<\/li>\n<\/ul>\n<h2>Submission Deadline<\/h2>\n<p>The deadline to submit your predictions is <strong>March 23<\/strong> at the end of your business day. You can submit your results by sending an email to <a href=\"mailto:support@bigml.com\">support@bigml.com<\/a>.<\/p>\n<p>You can submit a <strong>maximum of two picks per category<\/strong> in case you are using different approaches, e.g., ML model-based prediction vs. your intuition. Please stick to the following format when submitting.\u00a0<\/p>\n<p><strong>BigML Username:<\/strong> ExampleUser<\/p>\n<p><strong>Best Picture:<\/strong>\u00a0<\/p>\n<ul>\n<li>ML-based: Dune (OPTIONAL: X% prediction confidence.\u00a0 Its not mandatory to use BigML, however, if you do you can share your BigML model via a secret link too.)<\/li>\n<li>Intuition: Don\u2019t Look Up<\/li>\n<\/ul>\n<h2>Acknowledgment<\/h2>\n<p>We want the world to know how good your predictions are so we\u2019ll present the best performing predictors on BigML\u2019s social media channels as well as <a href=\"https:\/\/blog.bigml.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">our blog<\/a>. Good luck!<\/p>\n<div id=\"jp-post-flair\" class=\"sharedaddy sharedaddy-dark sd-like-enabled sd-sharing-enabled\">\n<div class=\"sharedaddy sd-block sd-like jetpack-likes-widget-wrapper jetpack-likes-widget-unloaded\" id=\"like-post-wrapper-30283844-30427-623214a4bd850\" data-src=\"\/\/widgets.wp.com\/likes\/index.html?ver=20220105#blog_id=30283844&amp;post_id=30427&amp;origin=littleml.wordpress.com&amp;obj_id=30283844-30427-623214a4bd850&amp;domain=blog.bigml.com\" data-name=\"like-post-frame-30283844-30427-623214a4bd850\" data-title=\"Like or Reblog\">\n<h3 class=\"sd-title\">Like this:<\/h3>\n<p><span class=\"button\"><span>Like<\/span><\/span> <span class=\"loading\">Loading&#8230;<\/span><\/p>\n<p><span class=\"sd-text-color\"><\/span><a class=\"sd-link-color\"><\/a><\/div>\n<h3 class=\"jp-relatedposts-headline\"><em>Relacionado<\/em><\/h3>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>https:\/\/blog.bigml.com\/2022\/03\/16\/can-you-beat-a-simple-machine-learning-model\/<\/p>\n","protected":false},"author":0,"featured_media":1973,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[3],"tags":[],"_links":{"self":[{"href":"https:\/\/salarydistribution.com\/machine-learning\/wp-json\/wp\/v2\/posts\/1972"}],"collection":[{"href":"https:\/\/salarydistribution.com\/machine-learning\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/salarydistribution.com\/machine-learning\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/salarydistribution.com\/machine-learning\/wp-json\/wp\/v2\/comments?post=1972"}],"version-history":[{"count":0,"href":"https:\/\/salarydistribution.com\/machine-learning\/wp-json\/wp\/v2\/posts\/1972\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/salarydistribution.com\/machine-learning\/wp-json\/wp\/v2\/media\/1973"}],"wp:attachment":[{"href":"https:\/\/salarydistribution.com\/machine-learning\/wp-json\/wp\/v2\/media?parent=1972"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/salarydistribution.com\/machine-learning\/wp-json\/wp\/v2\/categories?post=1972"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/salarydistribution.com\/machine-learning\/wp-json\/wp\/v2\/tags?post=1972"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}