{"id":760,"date":"2018-06-27T05:22:19","date_gmt":"2018-06-27T05:22:19","guid":{"rendered":"http:\/\/kusuaks7\/?p=365"},"modified":"2025-12-08T13:40:58","modified_gmt":"2025-12-08T13:40:58","slug":"thinking-beyond-bots-how-ai-can-drive-social-impact","status":"publish","type":"post","link":"https:\/\/www.experfy.com\/blog\/ai-ml\/thinking-beyond-bots-how-ai-can-drive-social-impact\/","title":{"rendered":"Thinking beyond bots: How AI can drive social impact"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"760\" class=\"elementor elementor-760\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-5438c7b6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5438c7b6\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-54564998\" data-id=\"54564998\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-25ed378a elementor-widget elementor-widget-text-editor\" data-id=\"25ed378a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<strong><em>Ready to learn Artificial Intelligence? <a href=\"https:\/\/www.experfy.com\/training\/courses\">Browse courses<\/a>\u00a0like\u00a0 <a href=\"https:\/\/www.experfy.com\/training\/courses\/uncertain-knowledge-and-reasoning-in-artificial-intelligence\">Uncertain Knowledge and Reasoning in Artificial Intelligence<\/a> developed by industry thought leaders and Experfy in Harvard Innovation Lab.<\/em><\/strong>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-f0a00d7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f0a00d7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f912f15\" data-id=\"f912f15\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0759657 elementor-widget elementor-widget-heading\" data-id=\"0759657\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><h4>A few ways to think differently and integrate innovation and AI into your company's altruistic pursuits.\u200b<\/h4><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-45a9093 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"45a9093\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ee81eb9\" data-id=\"ee81eb9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a7f5522 elementor-widget elementor-widget-text-editor\" data-id=\"a7f5522\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tWhat do artificial intelligence (AI), invention, and social good have in common? While on the surface they serve very different purposes, at their core, they all require you to do one thing in order to be successful at them: think differently.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-f0bc38f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f0bc38f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2284e29\" data-id=\"2284e29\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-89b3c56 elementor-widget elementor-widget-text-editor\" data-id=\"89b3c56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tTake the act of inventing\u2014in order to develop a great patent, trade secret, or other intellectual property, you need to think outside of the box. Similarly, at the heart of AI is the act of unlocking new capabilities, whether that\u2019s making virtual personal assistants like Alexa more useful, or creating a chatbot that provides a personalized experience to customers. And because of the constantly changing economic and social landscapes, coming up with impactful social good initiatives requires you to constantly approach things through a new lens.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-bfb0a87 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bfb0a87\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-db3ae8e\" data-id=\"db3ae8e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2627e95 elementor-widget elementor-widget-text-editor\" data-id=\"2627e95\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tIndividually, these fields have seen notable advancements over the past year, including new technologies that are bringing improvements to AI and large companies that are prioritizing giving back. But even more exciting is that we\u2019re seeing more and more business leaders and nonprofits combining AI, innovation, and social good to reach communities in innovative ways, at a scale we\u2019ve never before seen.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-7dfe599 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7dfe599\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6c8c2ad\" data-id=\"6c8c2ad\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-42beec4 elementor-widget elementor-widget-heading\" data-id=\"42beec4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><h4>There\u2019s no better time than now to explore how your organization approaches your social good efforts. Here are a few ways you can think differently and integrate innovation and AI into your company\u2019s altruistic pursuits.<\/h4><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-ac8ea97 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ac8ea97\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4755080\" data-id=\"4755080\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a7c22b7 elementor-widget elementor-widget-heading\" data-id=\"a7c22b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2><strong>Approach social good through the mind of an inventor<\/strong><\/h2>\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-c06c0b9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c06c0b9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2f9b8e0\" data-id=\"2f9b8e0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2cedb52 elementor-widget elementor-widget-text-editor\" data-id=\"2cedb52\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tAs a master inventor at IBM, I\u2019m part of the team responsible for helping the company become the\u00a0<a href=\"https:\/\/www.bloomberg.com\/news\/articles\/2018-01-09\/ibm-breaks-patent-record-in-25th-straight-year-as-number-one\" class=\"broken_link\" rel=\"noopener\">leading recipient of U.S. patents for the last quarter century<\/a>. While developing patents and intellectual properties might not be what you\u2019re setting out to do as part of your humanitarian efforts, the way we approach our jobs as inventors is something that can be applied across all aspects of giving back. Consider the United Nations\u2019\u00a0<a href=\"https:\/\/sustainabledevelopment.un.org\/?menu=1300\" rel=\"noopener\">17 Sustainable Development Goals<\/a>, which aim to eradicate things like poverty, hunger, disease, and more. These are game-changing initiatives that definitely require new ideas. What\u2019s more, the United Nations estimates that we\u2019re $5 trillion short on resources needed to accomplish these goals. How do we bridge this gap? Well, we need to start thinking differently.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-6a850d8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6a850d8\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9f9787e\" data-id=\"9f9787e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e521754 elementor-widget elementor-widget-text-editor\" data-id=\"e521754\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\nFoundationally, coming up with a great invention is identifying a problem that needs to be solved and coming up with an out-of-the-box idea that\u2019s smart, has the biggest impact, and the lowest risk. To do this, we look around us to see which relevant technologies we can use that are already at our disposal so we don\u2019t have to completely reinvent the wheel if we don\u2019t have to. We also identify which parts of the solution need a completely new idea to be created from scratch. Additionally, we look at the issue we\u2019re trying to solve and the current landscape as a whole so we can predict any issues or future problems that may arise, and we try to address them ahead of time in our invention.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-7a4d2c7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7a4d2c7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3193f8d\" data-id=\"3193f8d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c4706ec elementor-widget elementor-widget-text-editor\" data-id=\"c4706ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe same approach should be applied to social good\u2014identify the problem you want to solve, the tools that already exist that can help you solve this dilemma, and the resources that need to be created or brought in from outside properties in order to execute your plan. At the heart of social good, similar to most inventions, are the people you\u2019re trying to help. You need to make sure you\u2019re maximizing the reach of your project while also minimizing any risks that may unintentionally create additional problems for the people you\u2019re trying to help. To do this, you need to be creative in your approach.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-73a7cc1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"73a7cc1\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f591bb7\" data-id=\"f591bb7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a94d193 elementor-widget elementor-widget-text-editor\" data-id=\"a94d193\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tAs an example, this is exactly the approach\u00a0<a href=\"http:\/\/www.investedapp.com\/\" rel=\"noopener\">InvestEd<\/a>\u00a0is taking (full disclosure: I am an advisor for InvestEd). They started off by realizing they could commercialize and create social good at the same time by enabling financial education and facilitating microloans for small businesses in emerging markets. Helping these small businesses grow added more value to the small, local communities. And to make their product even better, InvestEd is adding AI capabilities to widen their offerings and provide a more innovative user experience.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-6c3deb6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6c3deb6\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1b9546f\" data-id=\"1b9546f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-90dc4ea elementor-widget elementor-widget-heading\" data-id=\"90dc4ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2><strong>AI: Unlocking new capabilities<\/strong><\/h2>\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-d2e6249 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d2e6249\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2f477c6\" data-id=\"2f477c6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0176f16 elementor-widget elementor-widget-text-editor\" data-id=\"0176f16\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tTo grab the value and create disruptive AI technology for social good ideas, we have to think beyond the typical automation activities of a machine. Take\u00a0<a href=\"http:\/\/ecc.ibm.com\/case-study\/us-%20en\/ECCF-EDC03025USEN\" rel=\"noopener\">Guiding Eyes<\/a>, for example, which is using AI to discover the secrets behind successful guide dogs. By taking advantage of natural language processing (NLP) on structured and unstructured data, the system they\u2019re using is trained to find correlations to successful dogs among genetic, health, temperament, and environmental factors\u2014and the technology continues to learn and get better. By using AI, Guiding Eyes has seen a 10% increase in guide dog graduation rates, helping the organization meet the growing demand for guide dogs.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-ffb21cd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ffb21cd\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4fa3f0e\" data-id=\"4fa3f0e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2700382 elementor-widget elementor-widget-text-editor\" data-id=\"2700382\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\nThere are many other examples of AI being used for the betterment of society. For example,\u00a0<a href=\"http:\/\/teamcore.usc.edu\/people\/Paws\/index.html\" class=\"broken_link\" rel=\"noopener\">PAWS<\/a>\u00a0is an organization that uses machine learning to predict where poachers may strike, or Dr. Eric Elster, who worked with the Walter Reed National Military Medical Center to apply\u00a0<a href=\"http:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC4588374\/\" rel=\"noopener\">machine learning techniques to improve the treatment of U.S. service members injured in combat<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-244200a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"244200a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d98cbea\" data-id=\"d98cbea\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8345bb7 elementor-widget elementor-widget-heading\" data-id=\"8345bb7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2><strong>Best practices for getting started<\/strong><\/h2>\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-a88aa03 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a88aa03\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bbc5220\" data-id=\"bbc5220\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-eff4878 elementor-widget elementor-widget-text-editor\" data-id=\"eff4878\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThese are a just a few ideas for how AI can be used for social good\u2014 there are still plenty of opportunities out there. The challenge is how to get started, so here are three best practices I\u2019d like to share to help people who want to embark on this journey.\n<ol>\n \t<li>First, build your understanding of what AI is and is not through great online learning, such as\u00a0<a href=\"https:\/\/www.udacity.com\/course\/intro-to-artificial-intelligence--cs271\" rel=\"noopener\">Intro to Artificial Intelligence<\/a>, led by Peter Norvig and Sebastian Thrun, on Udacity.<\/li>\n \t<li>Second, think differently. AI is a different computing model. Instead of thinking about use cases and scenarios, really focus on the problem you want to solve. Think more \u201cideal scenario\u201d on how to best develop a solution, and then see if a machine can be trained to do this work. Let\u2019s consider personalized education, particularly reading comprehension (which has shown to have a tremendous impact on a child\u2019s long-term educational performance across all subjects). With a traditional use case approach, we would probably try to develop a general framework that would help in a handful of scenarios. Now,\u00a0Learning Ovations\u00a0has thought about the more ideal scenario. They have realized there are too many possible scenarios to program or for a general framework to even cover. Instead, they\u2019re training AI to assess each child\u2019s performance (across traditional metrics and some new ones) as a tool for educators and parents. In addition, they\u2019re creating an AI-powered recommendation engine based on each individual school\u2019s curriculum to provide another tool for educators to create a customized reading program for each student. Thus, Learning Ovations thought differently on how to personalized education.<\/li>\n \t<li>Third, set aside preconceived notions. There are things that people are better than machines at doing, but there are things machines are better than people at doing\u2014some of which may be surprising. For example, people seem to be more honest in sharing health or financial information with a machine than a person because they don\u2019t worry about being judged. This typically means the machine gets more accurate data to provide recommendations. Thus, recognizing that a machine might be as capable in some areas could unlock whole new capabilities.<\/li>\n<\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-ac7330d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ac7330d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-520cbf4\" data-id=\"520cbf4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-67e9b74 elementor-widget elementor-widget-text-editor\" data-id=\"67e9b74\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tWhen it comes to AI, invention, and social good, the possibilities are endless. Technology will only continue to become more advanced, creating new opportunities to fix societal problems related to health, sustainability, conservation, accessibility, and much more. If you\u2019re thinking of jumping into AI for good, just remember the most important rule: think differently.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-67ca1c4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"67ca1c4\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0e77cda\" data-id=\"0e77cda\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-87cf492 elementor-widget elementor-widget-text-editor\" data-id=\"87cf492\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tArticle image: Outside the box\u00a0(source:\u00a0<a href=\"https:\/\/pixabay.com\/en\/light-lights-abstract-perspective-3087405\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">Pixabay<\/a>).\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>What do artificial intelligence (AI), invention, and social good have in common? While on the surface they serve very different purposes, at their core, they all require you to do one thing in order to be successful at them: think differently. When it comes to AI, invention, and social good, the possibilities are endless. Technology will only continue to become more advanced, creating new opportunities to fix societal problems related to health, sustainability, conservation, accessibility, and much more. If you&rsquo;re thinking of jumping into AI for good, just remember the most important rule: think differently.<\/p>\n","protected":false},"author":169,"featured_media":4050,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[183],"tags":[97],"ppma_author":[1702],"class_list":["post-760","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ml","tag-artificial-intelligence"],"authors":[{"term_id":1702,"user_id":169,"is_guest":0,"slug":"neil-sahota","display_name":"Neil Sahota","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","user_url":"","last_name":"Sahota","first_name":"Neil","job_title":"","description":"Neil Sahota is an IBM Master Inventor and World Wide Business Development Leader in the IBM Watson Group. &nbsp;He works with Global Fortune 500 clients, government organizations, and high growth business partners to ideate next generation products\/solutions powered by Watson. His work experience spans multiple industries including healthcare, life sciences, retail, travel and transportation, energy and utilities, automotive, telecommunications, media\/communication, and government, and is well-versed on which industries are already using AI and which are poised to be impacted the most by technology in 2018."}],"_links":{"self":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/760","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/users\/169"}],"replies":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/comments?post=760"}],"version-history":[{"count":5,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/760\/revisions"}],"predecessor-version":[{"id":38207,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/760\/revisions\/38207"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media\/4050"}],"wp:attachment":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media?parent=760"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/categories?post=760"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/tags?post=760"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=760"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}