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	<title>NLP software &#8211; Celeste &amp; Ryan are getting married</title>
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	<description>Better Late Than Never!</description>
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		<title>How to Create a Chatbot? BotUp by 500apps</title>
		<link>https://www.ryanandceleste.com/how-to-create-a-chatbot-botup-by-500apps/</link>
				<pubDate>Mon, 24 Jan 2022 14:09:38 +0000</pubDate>
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				<description><![CDATA[Out-of-the-box vs. Custom Solutions Content The Components of an AI ChatBot Frequently asked questions on chatbots Want to create a chatbot for your application? Types of chatbot building platforms If the user’s request is misunderstood, the chatbot cannot give the correct answer either. For understanding, the information and relevant objects in the user’s request are retrieved, and the appropriate dialog [&#8230;]]]></description>
								<content:encoded><![CDATA[<h1>Out-of-the-box vs. Custom Solutions</h1>
<div id="toc" style="background: #f9f9f9;border: 1px solid #aaa;display: table;margin-bottom: 1em;padding: 1em;width: 350px;">
<p class="toctitle" style="font-weight: 700;text-align: center;">Content</p>
<ul class="toc_list">
<li><a href="#toc-0">The Components of an AI ChatBot</a></li>
<li><a href="#toc-1">Frequently asked questions on chatbots</a></li>
<li><a href="#toc-2">Want to create a chatbot for your application?</a></li>
<li><a href="#toc-3">Types of chatbot building platforms</a></li>
</ul>
</div>
<p>If the user’s request is misunderstood, the chatbot cannot give the correct answer either. For understanding, the information and relevant objects in the user’s request are retrieved, and the appropriate dialog is started. Look at the trends and technical status of the auto research questions and answers. Special research areas or issues may become the focus of the entire region and the industry in the future.</p>
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" width="308px" alt="how to make an ai chatbot"/></p>
<p>We created a Producer class that is initialized with a Redis client. We use this client to add data to the stream with the add_to_stream method, which takes the data and the Redis channel name. During the trip between the producer and the consumer, the client can send multiple messages, and these messages will be <a href="https://metadialog.com/blog/build-ai-chatbot-with-python/">how to make an ai chatbot</a> queued up and responded to in order. In the next part of this tutorial, we will focus on handling the state of our application and passing data between client and server. While the connection is open, we receive any messages sent by the client with websocket.receive_test() and print them to the terminal for now.</p>
<h2 id="toc-0">The Components of an AI ChatBot</h2>
<p>But bear in mind that the more interactive your chatbot becomes, the more difficult it is to manage it. After all, the number of messages grows exponentially with each additional scenario, so it’s more difficult to analyze them, too. If you want to use simple chatbots based on decision tree flows, you can skip this step. You would like to avoid coding and hiring developers, so you go for a chatbot platform instead of an AI framework. Additionally, chatbots of this type are made for ecommerce.</p>
<ul>
<li>It also has promising prospects of growth, according to industry estimates.</li>
<li>For this, computers need to be able to understand human speech and its differences.</li>
<li>Note that we are using the same hard-coded token to add to the cache and get from the cache, temporarily just to test this out.</li>
<li>Thus, you can make your own AI chatbot regarding different steps from creation to bot teaching and maintenance.</li>
</ul>
<p>Our industry-leading expertise with app development across healthcare, fintech, and ecommerce is why so many innovative companies choose us as their technology partner. Chatbots can simultaneously handle thousands of customers  without slowing down, taking a break, or slipping an error. How to make a chat bot capable of keeping up intelligent conversations?</p>
<h2 id="toc-1">Frequently asked questions on chatbots</h2>
<p>Now, however, we start to actually build our internal chatbot. And this is where all the previous steps will make our life a lot easier. Our chatbot builder comes with sample chatbot templates you can tweak to your specific needs. Equip your AI chatbot with Business Terms—a repository of domain and business-related words, along with alternates—to respond when customers use jargon. Add documents like product specifications, company policies, and set-up  guides that your AI chatbot can share with visitors. You can now build a fully functional chatbot to automate your website live chat without writing a single line of code.</p>
<p><a href="https://metadialog.com/"><img 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' alt='https://metadialog.com/' class='aligncenter' style='display:block;margin-left:auto;margin-right:auto; width='402px'/></a></p>
<p>It is mostly used by companies to gauge the sentiments of their users and customers. By understanding how they feel, companies can improve user/customer service and experience. Python chatbots will help you reduce costs and increase the productivity of your operators by automating messaging in instant messengers.</p>
<p>When setting up picture choice proceed the same way as with button images &#8211; define the description and upload a corresponding image. We decided to use this question type to ask about the type of games the user loves to play the most. The most important piece of data when getting a subscription is, of course, an email address.</p>
<p>The goal of the ChatBot software is to manage the conversation the Bot and the Customer are having. Conversations are often managed through decision trees, but AI is now offering more choices. AI can now interpret questions from customers and dynamically change the response.</p>
<p>You can see how rule-based chatbots work in the image below. Conversational marketing uses the power of real-time communication to help buyers move up the sales funnel. <a href="https://metadialog.com/blog/build-ai-chatbot-with-python/">how to make an ai chatbot</a> This allows your business to create authentic experiences and build relationships with customers. During peak hours, chatbots can be scaled at no additional cost.</p>
<p>We also should set the early_stopping parameter to True because it enables us to stop beam search when at least `num_beams` sentences are finished per batch. The architecture is based on two neural networks that process data in parallel while communicating closely with each other. This article includes description of simple unhooker that restores original System Service Table hooked by unknown rootkits, which hide some services and processes. Have you ever felt a desire to take some mechanism apart to find out how it works? If you want to know more about the two different approaches and their pros and cons, check out when to use the functional API section on TensorFlow’s guide. To evaluate, we have to run inference one time-step at a time, and pass in the output from the previous time-step as input.</p>
<h2 id="toc-4">Well-established businesses</h2>
<p>Though it looks straightforward, incorporating coherence into the model is more of a challenge. The secret is to train the chatbot to produce semantically consistent answers. Over time, the chatbot learns to intelligently choose the right neural network models to answer queries correctly, which is how it learns and improves itself over time. The importance of chatbots in making your brand more accessible and impactful is already established.</p>
<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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" 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