{"id":52984,"date":"2025-03-25T12:13:21","date_gmt":"2025-03-25T15:13:21","guid":{"rendered":"https:\/\/apub.org.br\/how-to-build-a-chatbot-a-lesson-in-nlp-by-rishi-2\/"},"modified":"2025-03-25T12:13:21","modified_gmt":"2025-03-25T15:13:21","slug":"how-to-build-a-chatbot-a-lesson-in-nlp-by-rishi-2","status":"publish","type":"post","link":"https:\/\/apub.org.br\/siteantigo\/how-to-build-a-chatbot-a-lesson-in-nlp-by-rishi-2\/","title":{"rendered":"How to Build a Chatbot A Lesson in NLP by Rishi Sidhu"},"content":{"rendered":"<p><h1>How To Create an Intelligent Chatbot in Python Using the spaCy NLP Library<\/h1>\n<\/p>\n<p><img decoding=\"async\" class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"301px\" alt=\"chatbot nlp\"\/><\/p>\n<p><p>How can you make your chatbot understand intents in order to make users feel  like it knows what they want and provide accurate responses. From \u2018American Express customer support\u2019 to Google Pixel\u2019s call screening software chatbots can be found in various flavours. POS tagging involves labeling each word in a sentence with its corresponding part of speech, such as noun, verb, adjective, etc.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"305px\" alt=\"chatbot nlp\"\/><\/p>\n<p><p>NLP enables chatbots to comprehend and interpret slang, continuously learn abbreviations, and comprehend a range of emotions through sentiment analysis. NLP or Natural Language Processing has a number of subfields as conversation and speech are tough for computers to interpret and respond to. Speech Recognition works with methods and technologies to enable recognition and translation of human spoken languages into something that the computer or AI chatbot can understand and respond to.<\/p>\n<\/p>\n<p><h2>How to Build an NLP Chatbot?<\/h2>\n<\/p>\n<p><p>These bots are not only helpful and relevant but also conversational and engaging. NLP bots ensure a more human experience when customers visit your website or store. This allows you to sit back and let the automation do the job for you.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\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width=\"305px\" alt=\"chatbot nlp\"\/><\/p>\n<p><p>Faster responses aid in the development of customer trust and, as a result, more business. NLP-based chatbots dramatically reduce human efforts in operations such as customer service or invoice processing, requiring fewer resources while increasing employee efficiency. Employees can now focus on mission-critical tasks and tasks that positively impact the business in a far more creative manner, rather than wasting time on tedious repetitive tasks every day. Unfortunately, a no-code natural language processing chatbot is still a fantasy.<\/p>\n<\/p>\n<p><h2>872 Customers Are Already Building Amazing Websites With Divi. Join The Most Empowered WordPress Community On The Web<\/h2>\n<\/p>\n<p><p>Natural language processing chatbots, or NLP chatbots,&nbsp; use complex algorithms to process large amounts of data and then perform a specific task. The most effective NLP chatbots are trained using large language models (LLMs), powerful algorithms that recognize and generate content based on billions of pieces of information. An NLP chatbot is a computer program that uses AI to understand, respond to, and recreate human language. All  the top conversational AI chatbots you\u2019re hearing about \u2014 from ChatGPT to Zowie \u2014 are NLP chatbots. If you\u2019re interested in building chatbots, then you\u2019ll find that there are a variety of powerful chatbot development platforms, frameworks, and tools available.<\/p>\n<\/p>\n<ul>\n<li>NLP technologies are constantly evolving to create the best tech to help machines understand these differences and nuances better.<\/li>\n<li>These steps are how the chatbot to reads and understands each customer message, before formulating a response.<\/li>\n<li>Patients who get this amount of personalized treatment have higher chances of recovery, and this can also help reduce their healthcare costs.<\/li>\n<\/ul>\n<p><p>Here are the 7 features that put NLP chatbots in a class of their own and how each allows businesses to delight customers. Combined, this technology allows chatbots to instantly process a request and leverage a knowledge base to generate everything from math equations to bedtime stories. The field of chatbots continues to be tough in terms of how to improve answers and selecting the best model that generates the most relevant answer based on the question, among other things. It is a branch of artificial intelligence that assists computers in reading and comprehending natural human language.<\/p>\n<\/p>\n<p><p>We\u2019ll cover the fundamental concepts of NLP, explore the key components of a chatbot, and walk through the steps to create a functional chatbot using Python and some popular NLP libraries. With the addition of more channels into the mix, the method of communication has also changed a little. Consumers today have learned to use voice search tools to complete a search task. Since the SEO that businesses base their marketing on depends on keywords, with voice-search, the keywords have also changed. Chatbots are now required to \u201cinterpret\u201d user intention from the voice-search terms and respond accordingly with relevant answers.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.metadialog.com\/blog\/nlp-for-building-a-chatbot\/\"><\/p>\n<figure><img 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' alt='chatbot nlp' class='aligncenter' style='display:block;margin-left:auto;margin-right:auto;' width='409px'\/><\/figure>\n<p><\/a><\/p>\n<p><p>Together, these technologies create the smart voice assistants and chatbots we use daily. Chatbots are, in essence, digital conversational agents whose primary task is to interact with the consumers that reach the landing page of a business. They are designed using artificial <a href=\"https:\/\/www.metadialog.com\/blog\/nlp-for-building-a-chatbot\/\">chatbot nlp<\/a> intelligence mediums, such as machine learning and deep learning. As they communicate with consumers, chatbots store data regarding the queries raised during the conversation. This is what helps businesses tailor a good customer experience for all their visitors.<\/p>\n<\/p>\n<p><p>In the next step, you need to select a platform or framework supporting natural language processing for bot building. This step will enable you all the tools for developing self-learning bots. Natural language processing can be a powerful tool for chatbots, helping them understand customer queries and respond accordingly. A good NLP engine can make all the difference between a self-service chatbot that offers a great customer experience and one that frustrates your customers. If you decide to create your own NLP AI chatbot from scratch, you\u2019ll need to have a strong understanding of coding both artificial intelligence and natural language processing. Before jumping into the coding section, first, we need to understand some design concepts.<\/p>\n<\/p>\n<div style='border: black solid 1px;padding: 13px;'>\n<h3>How can legal chatbots enhance access to justice? &#8211; Cointelegraph<\/h3>\n<p>How can legal chatbots enhance access to justice?.<\/p>\n<p>Posted: Thu, 18 May 2023 07:00:00 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMiVGh0dHBzOi8vY29pbnRlbGVncmFwaC5jb20vZXhwbGFpbmVkL2hvdy1jYW4tbGVnYWwtY2hhdGJvdHMtZW5oYW5jZS1hY2Nlc3MtdG8tanVzdGljZdIBAA?oc=5' rel=\"nofollow\">source<\/a>]<\/p>\n<\/div>\n<p><p>Some of the best chatbots with NLP are either very expensive or very difficult to learn. So we searched the web and pulled out three tools that are simple to use, don\u2019t break the bank, and have top-notch functionalities. To design the bot conversation flows and chatbot behavior, you\u2019ll need to create a diagram. It will show how the chatbot should respond to different user inputs and actions. You can use the drag-and-drop blocks to create custom conversation trees.<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>How To Create an Intelligent Chatbot in Python Using the spaCy NLP Library How can you make your chatbot understand intents in order to make users feel like it knows what they want and provide accurate responses. From \u2018American Express customer support\u2019 to Google Pixel\u2019s call screening software chatbots can be found in various flavours. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[981],"tags":[],"class_list":["post-52984","post","type-post","status-publish","format-standard","hentry","category-ai-news"],"_links":{"self":[{"href":"https:\/\/apub.org.br\/siteantigo\/wp-json\/wp\/v2\/posts\/52984","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/apub.org.br\/siteantigo\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/apub.org.br\/siteantigo\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/apub.org.br\/siteantigo\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/apub.org.br\/siteantigo\/wp-json\/wp\/v2\/comments?post=52984"}],"version-history":[{"count":0,"href":"https:\/\/apub.org.br\/siteantigo\/wp-json\/wp\/v2\/posts\/52984\/revisions"}],"wp:attachment":[{"href":"https:\/\/apub.org.br\/siteantigo\/wp-json\/wp\/v2\/media?parent=52984"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/apub.org.br\/siteantigo\/wp-json\/wp\/v2\/categories?post=52984"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/apub.org.br\/siteantigo\/wp-json\/wp\/v2\/tags?post=52984"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}