{"id":3625,"date":"2020-12-09T02:18:03","date_gmt":"2020-12-09T07:18:03","guid":{"rendered":"http:\/\/skimai.com\/?p=3625"},"modified":"2024-05-20T07:38:32","modified_gmt":"2024-05-20T12:38:32","slug":"6-problemi-da-risolvere","status":"publish","type":"post","link":"https:\/\/skimai.com\/it\/6-problems-ai-good-solving\/","title":{"rendered":"6 problemi che l'intelligenza artificiale \u00e8 in grado di risolvere"},"content":{"rendered":"<p>[et_pb_section admin_label=&#8221;section&#8221;]<br \/>\n\t\t\t[et_pb_row admin_label=&#8221;row&#8221;]<br \/>\n\t\t\t\t[et_pb_column type=&#8221;4_4&#8243;][et_pb_text admin_label=&#8221;Text&#8221;]<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/it\/6-problems-ai-good-solving\/#6_Problems_AI_is_Good_At_Solving\" >6 Problems AI is Good At Solving<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/it\/6-problems-ai-good-solving\/#Examples_of_Problem_Solving_with_AI\" >Examples of Problem Solving with AI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/it\/6-problems-ai-good-solving\/#1_Classification_decisions\" >1) Classification (decisions)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/it\/6-problems-ai-good-solving\/#2_Extraction_automated_data_entry\" >2) Extraction (automated data entry)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/it\/6-problems-ai-good-solving\/#3_Summarization\" >3) Summarization<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/it\/6-problems-ai-good-solving\/#4_Recomendation\" >4) Recomendation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/it\/6-problems-ai-good-solving\/#5_Estimation\" >5) Estimation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/it\/6-problems-ai-good-solving\/#6_Anomaly_Detection\" >6) Anomaly Detection<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"6_Problems_AI_is_Good_At_Solving\"><\/span>6 Problems AI is Good At Solving<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<pre><code>Over 85% of data science projects fail to go beyond testing and into production. If everyone is starting a Machine Learning \/ Artificial Intelligence project, where is it going wrong?\u00a0<\/code><\/pre>\n<p>With this post it should help you to focus on the types of problems that AI is good at solving.\u00a0In order to actually benefit from using AI to increase automation, you will need to have the right data, have enough data, have a methodology that can be defined with data points, and be creative in understanding how to apply or craft solutions for parts of your team&#8217;s workflow<\/p>\n<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Examples_of_Problem_Solving_with_AI\"><\/span>Examples of Problem Solving with AI<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code>        <h3><span class=\"ez-toc-section\" id=\"1_Classification_decisions\"><\/span>1) Classification (decisions)<span class=\"ez-toc-section-end\"><\/span><\/h3><ul><li>Binary Decisions: Buy or Sell; Yes or No; Start or Stop\u00a0<\/li><li>Categorization: Approved, Denied or Flagged for Further Review; Labeling Data\u00a0<\/li><li>Sentiment: Negative, Neutral or Positive and even a polarity score<\/li><\/ul><h3><span class=\"ez-toc-section\" id=\"2_Extraction_automated_data_entry\"><\/span>2) Extraction (automated data entry)<span class=\"ez-toc-section-end\"><\/span><\/h3><ul><li>Parse a source document, Website, PDF or Form<\/li><li>Extract and automatically enter that information neatly into your database\u00a0<\/li><li>View or access data in your company's internal and client-facing dashboards<\/li><\/ul><h3><span class=\"ez-toc-section\" id=\"3_Summarization\"><\/span>3) Summarization<span class=\"ez-toc-section-end\"><\/span><\/h3><p>The aim is to extract the most relevant sentences from a larger piece of text. Extractive models select whole sentences to include in a summary; and abstractive models select parts of sentences that get combined with computer generated words and parts of other sentences.<\/p><h3><span class=\"ez-toc-section\" id=\"4_Recomendation\"><\/span>4) Recomendation<span class=\"ez-toc-section-end\"><\/span><\/h3><p>Given a set of documents (or articles, pieces of content, patents, customer profiles, etc.) identify similar content within the database you are searching.<\/p><h3><span class=\"ez-toc-section\" id=\"5_Estimation\"><\/span>5) Estimation<span class=\"ez-toc-section-end\"><\/span><\/h3> <p>You may not require A.I. for building a better estimation model unless you have enough pieces of data that your opening Excel crashes your computer because your spreadsheet has more than 100,000 rows and many variables. Machine Learning can optimize for hundreds of dimensions when you aren\u2019t sure of the importance of all the variables. <\/code><\/pre>\n<p>Think of modeling all the factors that affect an individual\u2019s health using a lifetime of population data vs. modeling home prices based on zip code, # of bedrooms and size.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Anomaly_Detection\"><\/span>6) Anomaly Detection<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>    Think Cyber Security. Your IT department has a sense of the normal activity of all of your company\u2019s employees, and needs to be alerted when there are actual risks to your company. Example: hackers are infiltrating your network and stealing your company\u2019s IP.\u00a0<\/code><\/pre>\n<p>\nWhile it may be impossible to anticipate in advance what the actual form of attack will look like, an anomaly detection model can be deployed to look for deviation in behavior like a 10,000% spike in log-ins or outbound traffic going to a server located internationally.[\/et_pb_text][\/et_pb_column]<br \/>\n\t\t\t[\/et_pb_row]<br \/>\n\t\t[\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>6 Problems AI is Good At Solving Over 85% of data science projects fail to go beyond testing and into production. If everyone is starting a Machine Learning \/ Artificial Intelligence project, where is it going wrong?\u00a0 With this post it should help you to focus on the types of problems that AI is good [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":10394,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"<h1>6 Problems AI is Good At Solving<\/h1>\n<pre><code>Over 85% of data science projects fail to go beyond testing and into production. If everyone is starting a Machine Learning \/ Artificial Intelligence project, where is it going wrong?\u00a0<\/code><\/pre>\n<p>With this post it should help you to focus on the types of problems that AI is good at solving.\u00a0In order to actually benefit from using AI to increase automation, you will need to have the right data, have enough data, have a methodology that can be defined with data points, and be creative in understanding how to apply or craft solutions for parts of your team's workflow<\/p>      <\/p>\n<h2>Examples of Problem Solving with AI<\/h2>\n<pre><code>        <h3>1) Classification (decisions)<\/h3><ul><li>Binary Decisions: Buy or Sell; Yes or No; Start or Stop\u00a0<\/li><li>Categorization: Approved, Denied or Flagged for Further Review; Labeling Data\u00a0<\/li><li>Sentiment: Negative, Neutral or Positive and even a polarity score<\/li><\/ul><h3>2) Extraction (automated data entry)<\/h3><ul><li>Parse a source document, Website, PDF or Form<\/li><li>Extract and automatically enter that information neatly into your database\u00a0<\/li><li>View or access data in your company's internal and client-facing dashboards<\/li><\/ul><h3>3) Summarization<\/h3><p>The aim is to extract the most relevant sentences from a larger piece of text. Extractive models select whole sentences to include in a summary; and abstractive models select parts of sentences that get combined with computer generated words and parts of other sentences.<\/p><h3>4) Recomendation<\/h3><p>Given a set of documents (or articles, pieces of content, patents, customer profiles, etc.) identify similar content within the database you are searching.<\/p><h3>5) Estimation<\/h3> <p>You may not require A.I. for building a better estimation model unless you have enough pieces of data that your opening Excel crashes your computer because your spreadsheet has more than 100,000 rows and many variables. Machine Learning can optimize for hundreds of dimensions when you aren\u2019t sure of the importance of all the variables. <\/code><\/pre>\n<p>Think of modeling all the factors that affect an individual\u2019s health using a lifetime of population data vs. modeling home prices based on zip code, # of bedrooms and size.<\/p>\n<h3>6) Anomaly Detection<\/h3>\n<pre><code>    Think Cyber Security. Your IT department has a sense of the normal activity of all of your company\u2019s employees, and needs to be alerted when there are actual risks to your company. Example: hackers are infiltrating your network and stealing your company\u2019s IP.\u00a0<\/code><\/pre>\n<p>\nWhile it may be impossible to anticipate in advance what the actual form of attack will look like, an anomaly detection model can be deployed to look for deviation in behavior like a 10,000% spike in log-ins or outbound traffic going to a server located internationally.","_et_gb_content_width":"","footnotes":""},"categories":[125,67,78],"tags":[88,84,89],"class_list":["post-3625","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-ml-nlp","category-ai-project-management","tag-ai","tag-machine-learning","tag-problem-solving"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>6 Problems AI is Good at Solving - AI solutions, AI Projects, ML, NLP, CV<\/title>\n<meta name=\"description\" content=\"Guide on how to solve problems with A.I. for project managers who want to increase the chacnce of success of their machine learning project.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/it\/6-problemi-da-risolvere\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"6 Problems AI is Good at Solving - 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