{"id":3440,"date":"2023-07-06T07:31:55","date_gmt":"2023-07-06T07:31:55","guid":{"rendered":"http:\/\/www.grupocer.com.uy\/site\/?p=3440"},"modified":"2023-12-27T06:13:13","modified_gmt":"2023-12-27T06:13:13","slug":"building-machine-learning-chatbots-choose-the","status":"publish","type":"post","link":"http:\/\/www.grupocer.com.uy\/site\/?p=3440","title":{"rendered":"Building Machine Learning Chatbots: Choose the Right Platform and Applications"},"content":{"rendered":"<p><h1>How To Build Your Own Chatbot Using Deep Learning by Amila Viraj<\/h1>\n<\/p>\n<p><img class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"300px\" alt=\"is chatbot machine learning\"\/><\/p>\n<\/p>\n<p>Speaking in your customer\u2019s language is a great way to make him comfortable and valued. We all love to experience personalized services from companies and such experience always creates a positive impression. Whenever they come to your support team, chances are very high that they are irritated because of some issues and need instant assistance. In such a scenario, if your support agent keeps them waiting then chances are that customers get irritated and never come back to you. It, like the Hello Barbie doll, attracted controversy due to vulnerabilities with the doll&#8217;s Bluetooth stack and its use of data collected from the child&#8217;s speech.<\/p>\n<div style='border: grey dotted 1px;padding: 14px;'>\n<h3>11 Ways to Use Chatbots to Improve Customer Service &#8211; Datamation<\/h3>\n<p>11 Ways to Use Chatbots to Improve Customer Service.<\/p>\n<p>Posted: Tue, 20 Jun 2023 07:00:00 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMiWGh0dHBzOi8vd3d3LmRhdGFtYXRpb24uY29tL2FydGlmaWNpYWwtaW50ZWxsaWdlbmNlL2NoYXRib3RzLXRvLWltcHJvdmUtY3VzdG9tZXItc2VydmljZS_SAQA?oc=5' rel=\"nofollow\">source<\/a>]<\/p>\n<\/div>\n<\/p>\n<p>Instead of only replying from the predefined database, ML chatbots can handle several dynamic customer queries and the whole conversation resembles very close to original human conversations. The majority of participants would use a health chatbot for seeking general health information (78%), booking a medical appointment (78%), and looking for local health services (80%). However, a health chatbot was perceived as less suitable for seeking results of medical tests and seeking specialist advice such as sexual health. The analysis of attitudinal variables showed that most participants reported their preference for discussing their health with doctors (73%) and having access to reliable and accurate health information (93%). While 80% were curious about new technologies that could improve their health, 66% reported only seeking a doctor when experiencing a health problem and 65% thought that a chatbot was a good idea. Interestingly, 30% reported dislike about talking to computers, 41% felt it would be strange to discuss health matters with a chatbot and about half were unsure if they could trust the advice given by a chatbot.<\/p>\n<p><h2>What Was the First Chatbot?<\/h2>\n<\/p>\n<p>You can teach them our human language and make them more intelligent and efficient than ever. With constant training and updates, AI-powered chatbots will learn every piece of information properly. Online business owners can implement chatbots for lead generation, to make customers purchase products and provide a human-like conversation.<\/p>\n<\/p>\n<p>It allows the chatbots to automatically learn from the voice or textual inputs by customers and provide effective <a href=\"https:\/\/www.metadialog.com\/blog\/chatbot-datasets-in-ml\/\">replies without being<\/a> properly programmed to do so. Supervised Machine Learning and unsupervised machine learning are the two types. Supervised machine learning chatbots work on both machine and human intelligence to provide appropriate responses to website visitors. An online business owner should understand the customers\u2019 needs to provide appropriate services.<\/p>\n<p><h2>Evaluate or test the chatbot<\/h2>\n<\/p>\n<p>Passionate about writing and designing, she pours her heart out in writeups that are detailed, interesting, engaging, and  more importantly cater to the requirements of the targeted audience. Machine learning in chatbots is a great technology to bring scalability and efficiency to different kinds of businesses. Be it an eCommerce website, educational institution, healthcare, travel company, or restaurant, chatbots are getting used everywhere. It has become a great option for companies to automate their workflows.<\/p>\n<p><a href=\"https:\/\/www.metadialog.com\/\"><\/p>\n<figure><img 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' alt='https:\/\/www.metadialog.com\/' class='aligncenter' style='display:block;margin-left:auto;margin-right:auto;' width='405px'\/><\/figure>\n<p><\/a><\/p>\n<\/p>\n<p>The more complex a question is, the less effective chatbots are at answering them. They will still only pick up on a keyword and regurgitate an answer based on that&nbsp;\u2013 even if the answer has nothing to do with the customer\u2019s question. As your business grows, handling customer queries and requests can become more challenging.<\/p>\n<\/p>\n<p>Customers often have questions about payments, order status, discounts and returns. By using conversational marketing, your team can better engage with consumers, provide personalized product recommendations and tailor the customer experience. Chatbots also help increase engagement on a brand\u2019s website or mobile app. As customers wait to get answers, it naturally encourages them to stay onsite longer. They can also be programmed to reach out to customers on arrival, interacting and facilitating unique customized experiences.<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"306px\" alt=\"is chatbot machine learning\"\/><\/p>\n<\/p>\n<p>We thus have to preprocess our text before using the Bag-of-words model. Few of the basic steps are converting the whole text into lowercase, removing the punctuations, correcting misspelled words, deleting helping verbs. But one among such is also Lemmatization and that we\u2019ll understand in the next section.<\/p>\n<\/p>\n<p>Businesses these days want to scale operations, and chatbots are not bound by time and physical location, so they\u2019re a good tool for enabling scale. Not just businesses \u2013 I\u2019m currently working on a chatbot project for a government agency. As someone who does machine learning, you\u2019ve probably been asked to build a chatbot for a business, or you\u2019ve come across a chatbot project before.<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"304px\" alt=\"is chatbot machine learning\"\/><\/p>\n<\/p>\n<p>Generative chatbots are the most advanced chatbots that answer the basic questions of customers. Deep learning technology in the generative model helps chatbots to learn from the basic intents and purposes of complex questions. A change in the training data can have a direct impact on the user&#8217;s response. As a result, thorough testing procedures for the production of AI customer service chatbot is required to verify that consumers receive accurate responses. The great advantage of machine learning is that chatbots can be validated using two major methods.<\/p>\n<\/p>\n<p>Keep in mind that HubSpot\u2018s chat builder software doesn\u2019t quite fall under the \u201cAI chatbot\u201d category of \u201cAI chatbot\u201d because it uses a rule-based system. However, HubSpot does have code snippets, allowing you to leverage the powerful AI of third-party NLP-driven bots such as Dialogflow. Kommunicate is a human + Chatbot hybrid platform designed to help businesses improve customer engagement and support. Jasper Chat is built with businesses in mind and allows users to apply AI to their content creation processes.<\/p>\n<\/p>\n<p>And so on, to understand all <a href=\"https:\/\/www.metadialog.com\/blog\/chatbot-datasets-in-ml\/\">of these concepts<\/a> it\u2019s best to refer to the Dialogflow documentation.<\/p>\n<p><h2>Difference between a bot, a chatbot, a NLP chatbot and all the rest?<\/h2>\n<\/p>\n<p>Digitization is transforming society into a \u201cmobile-first\u201d population. As messaging applications grow in popularity, chatbots are increasingly playing an important role in this mobility-driven transformation. Intelligent conversational chatbots are often interfaces for mobile applications and are changing the way businesses and customers interact. As consumers move away from traditional forms of communication, many experts expect chat-based communication methods to rise. Organizations increasingly use chatbot-based virtual assistants to handle simple tasks, allowing human agents to focus on other responsibilities.<\/p>\n<div style='border: grey dashed 1px;padding: 13px;'>\n<h3>What&#8217;s the best chatbot for me? Researchers put LLMs through their &#8230; &#8211; Nature.com<\/h3>\n<p>What&#8217;s the best chatbot for me? Researchers put LLMs through their &#8230;.<\/p>\n<p>Posted: Wed, 27 Sep 2023 07:00:00 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMiMmh0dHBzOi8vd3d3Lm5hdHVyZS5jb20vYXJ0aWNsZXMvZDQxNTg2LTAyMy0wMzAyMy000gEA?oc=5' rel=\"nofollow\">source<\/a>]<\/p>\n<\/div>\n<\/p>\n<p>Another pivotal question to address is how to develop a chatbot machine learning. It denotes the idea behind each message that a chatbot receives from a particular user. Conducting a conversation is an extremely difficult task for humans to manage. This is one of the main reasons chatbots misunderstand, or are unable to understand you. Another thorny issue is that of data protection\u2014chatbots need data to learn from in order to personalise the user experience, but strict regulations can make this more difficult to achieve.  Another advantage is that chatbots work 24\/7 without expecting a pay packet to match.<\/p>\n<\/p>\n<p>Read more about <a href=\"https:\/\/www.metadialog.com\/\">https:\/\/www.metadialog.com\/<\/a> here.<\/p>\n<ul>\n<li>NLP technology is still in its infancy, and chatbots are far from flawless.<\/li>\n<li>The bots usually appear as one of the user&#8217;s contacts, but can sometimes act as participants in a group chat.<\/li>\n<li>It is imperative to choose topics that are related to and are close to the purpose served by the chatbot.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>How To Build Your Own Chatbot Using Deep Learning by Amila Viraj Speaking in your customer\u2019s language is a great way to make him comfortable and valued. We all love to experience personalized services from companies and such experience always creates a positive impression. Whenever they come to your support team, chances are very high [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":""},"categories":[167],"tags":[],"_links":{"self":[{"href":"http:\/\/www.grupocer.com.uy\/site\/index.php?rest_route=\/wp\/v2\/posts\/3440"}],"collection":[{"href":"http:\/\/www.grupocer.com.uy\/site\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.grupocer.com.uy\/site\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.grupocer.com.uy\/site\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/www.grupocer.com.uy\/site\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3440"}],"version-history":[{"count":1,"href":"http:\/\/www.grupocer.com.uy\/site\/index.php?rest_route=\/wp\/v2\/posts\/3440\/revisions"}],"predecessor-version":[{"id":3441,"href":"http:\/\/www.grupocer.com.uy\/site\/index.php?rest_route=\/wp\/v2\/posts\/3440\/revisions\/3441"}],"wp:attachment":[{"href":"http:\/\/www.grupocer.com.uy\/site\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3440"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.grupocer.com.uy\/site\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3440"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.grupocer.com.uy\/site\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3440"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}