{"id":298,"date":"2023-11-30T09:59:29","date_gmt":"2023-11-30T14:59:29","guid":{"rendered":"https:\/\/ytsuite.com\/wp\/c22hh\/?p=298"},"modified":"2024-03-01T03:28:51","modified_gmt":"2024-03-01T08:28:51","slug":"deep-learning-for-nlp-creating-a-chatbot-with","status":"publish","type":"post","link":"https:\/\/ytsuite.com\/wp\/c22hh\/?p=298","title":{"rendered":"Deep Learning for NLP: Creating a Chatbot with Python &amp; Keras!"},"content":{"rendered":"<p><h1>ChatBot Review: Features, Benefits, Pricing, &amp; More 2024<\/h1>\n<\/p>\n<p><img class='wp-post-image' style='margin-left:auto;margin-right:auto' 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\" width=\"305px\" alt=\"nlp for chatbots\" \/><\/p>\n<p><p>Several NLP technologies can be used in customer service chatbots, so finding the right one for your business can feel overwhelming. Set-up is incredibly easy with this intuitive software, but so is upkeep. NLP chatbots can recommend future actions based on which automations are performing well or poorly, meaning any tasks that must be manually completed by a human are greatly streamlined.<\/p>\n<\/p>\n<p><img class='aligncenter' style='margin-left:auto;margin-right:auto' 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\" width=\"301px\" alt=\"nlp for chatbots\" \/><\/p>\n<p><p>In fact, when it comes down to it, your NLP bot can learn A LOT about efficiency and practicality from those rule-based \u201cauto-response sequences\u201d we dare to call chatbots. This allows you to sit back and let the automation do the job for you. Once it\u2019s done, you\u2019ll be able to check and edit all the questions in the Configure tab under FAQ or start using the chatbots straight away.<\/p>\n<\/p>\n<p><h2>The Language Model for AI Chatbot<\/h2>\n<\/p>\n<p><p>Experts say chatbots need some level of natural language processing capability in order to become truly conversational. Improvements in NLP models can also allow teams to quickly deploy new chatbot capabilities, test out those abilities and then iteratively improve in response to feedback. Unlike traditional machine learning models which required a large corpus of data to make a decent start bot, NLP is used to train models incrementally with smaller data sets, Rajagopalan said. NLP can dramatically reduce the time it takes to resolve customer issues. You can also add the bot with the live chat interface and elevate the levels of customer experience for users. You can provide hybrid support where a bot takes care of routine queries while human personnel handle more complex tasks.<\/p>\n<\/p>\n<p><img class='aligncenter' style='margin-left:auto;margin-right:auto' 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\" width=\"300px\" alt=\"nlp for chatbots\" \/><\/p>\n<p><p>It\u2019s useful to know that about 74% of users prefer chatbots to customer service agents when seeking answers to simple questions. And natural language processing chatbots are much more versatile and can handle nuanced questions with ease. By understanding the context and meaning of the user\u2019s input, they can provide a more accurate and relevant response.<\/p>\n<\/p>\n<p><h2>Components of NLP Chatbot<\/h2>\n<\/p>\n<p><p>This includes everything from administrative tasks to conducting searches and logging data. Now that we understand the core components of an intelligent chatbot, let\u2019s build one using Python and some popular NLP libraries. I&#8217;m a newbie python user and I&#8217;ve tried your code, added some modifications and it kind of worked and not worked at the same time. The code runs perfectly with the installation of the pyaudio package but it doesn&#8217;t recognize my voice, it stays stuck in listening&#8230; The majority of AI engines are still heavy under development and adding features\/changing pricing models.<\/p>\n<\/p>\n<p><img class='aligncenter' style='margin-left:auto;margin-right:auto' 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\" width=\"303px\" alt=\"nlp for chatbots\" \/><\/p>\n<p><p>Sentimental Analysis \u2013 helps identify, for instance, positive, negative, and neutral opinions from text or speech widely used to gain insights from social media comments, forums, or survey responses. Relationship extraction\u2013 The process of extracting the semantic relationships between the entities that have been identified in natural language text or speech. Customers will become accustomed to the advanced, natural conversations offered through these services.<\/p>\n<\/p>\n<p><p>Created by Tidio, Lyro is an AI chatbot with enabled NLP for customer service. It lets your business engage visitors in a conversation and chat in a human-like manner at any hour of the day. This tool is perfect for ecommerce stores as it provides customer support and helps with lead generation. Plus, you don\u2019t have to train it since the tool does so itself based on the information available on your website and FAQ pages.<\/p>\n<\/p>\n<p><p>As you can see, setting up your own NLP chatbots is relatively easy if you allow a chatbot service to do all the  heavy lifting for you. You don\u2019t need any coding skills or artificial intelligence expertise. And in case you need more help, you can always reach out to the Tidio team or read our detailed guide on how to build a chatbot from scratch.<\/p>\n<\/p>\n<p><h2>Explore plans, pricing and features here. \ud83d\udc47<\/h2>\n<\/p>\n<p><p>While traditional bots are suitable for simple interactions, NLP ones are more suited for complex conversations. An NLP chatbot ( or a Natural Language Processing Chatbot) is a software program that can understand natural language and respond to human  speech. This kind of chatbot can empower people to communicate with computers in a human-like and natural language. Still, it\u2019s important to point out that the ability to process what the user is saying is probably the most obvious weakness in NLP based chatbots today.<\/p>\n<\/p>\n<p><img class='aligncenter' style='margin-left:auto;margin-right:auto' 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\" width=\"306px\" alt=\"nlp for chatbots\" \/><\/p>\n<p><p>A knowledge base is a repository of information that the chatbot can access to provide accurate and relevant responses to user queries. In this guide, we\u2019ve provided a step-by-step tutorial for creating a conversational AI chatbot. You can use this chatbot as a foundation for developing one that communicates like a human. The code samples we\u2019ve shared are versatile and can serve as building blocks for similar AI chatbot projects. For computers, understanding numbers is easier than understanding words and speech.<\/p>\n<\/p>\n<p><p>Don&#8217;t waste your time focusing on use cases that are highly unlikely to occur any time soon. You can come back to those when your bot is popular and <a href=\"https:\/\/www.metadialog.com\/blog\/nlp-for-building-a-chatbot\/\">nlp for chatbots<\/a> the probability of that corner case taking place is more significant. Consequently, it&#8217;s easier to design a natural-sounding, fluent narrative.<\/p>\n<\/p>\n<ul>\n<li>Out of these, if we pick the\u00a0index of the highest value of the array\u00a0and then see to which word it corresponds to, we should\u00a0find out if the answer\u00a0is affirmative or negative.<\/li>\n<li>The process can be developed with a Markov Decision Process, where human users are the environment.<\/li>\n<li>Chatbots of the future would be able to actually \u201ctalk\u201d to their consumers over voice-based calls.<\/li>\n<li>That\u2019s why we compiled this list of five NLP chatbot development tools for your review.<\/li>\n<\/ul>\n<p><p>Customers rave about Freshworks\u2019 wealth of integrations and communication channel support. It consistently receives near-universal praise for its responsive customer service and proactive support outreach. The chatbot then accesses your inventory list to determine what\u2019s in stock. The bot can even communicate expected restock dates by pulling the information directly from your inventory system. Imagine you\u2019re on a website trying to make a purchase or find the answer to a question. To interact with our chatbot, we\u2019ll create a simple web interface using Flask.<\/p>\n<\/p>\n<p><p>Firstly, the Starter Plan is priced at $52 per month when billed annually or $65 monthly. With this plan, you\u2019ll benefit from unlimited Stories, basic integrations, and access to a week\u2019s worth of training history. However, it should be noted that advanced features and team collaboration are not included. In terms of support, you have the option to reach out through the help center or via email. To make ChatBot work for you in getting leads, you should have clear goals and know who you want to reach.<\/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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