Friday, May 1Digital Marketing Journals

machine-learning

How to Create a Powerful Chatbot Using Machine Learning
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How to Create a Powerful Chatbot Using Machine Learning

Are you thinking about creating a chatbot for your business? You’re not alone. Chatbots have quickly become a popular AI tool. If you use Facebook Messenger, you’ve likely interacted with one.In fact, according to a Facebook report, over 300,000 active chatbots are on Facebook Messenger alone. This number is staggering for a technology that only gained mainstream attention a few years ago.Chatbots aren’t limited to just Facebook anymore; they’re making appearances on websites across various industries. Why? The barriers that once prevented people from using chatbots are being removed. More customers are comfortable interacting with chatbots than ever before.In this guide, we’ll explain what chatbot machine learning is and provide an easy-to-follow approach to building your own chatbot for ...
Machine Learning in Manufacturing: Real-Life Use Cases & Examples
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Machine Learning in Manufacturing: Real-Life Use Cases & Examples

Imagine a factory not just humming with machinery, but pulsing with intelligence. This is the future promised by AI, which is rapidly transforming the landscape of production. At the heart of this change lies machine learning, an artificial intelligence subset that influences process optimization without explicit programming.Fueled by vast datasets collected from sensors and interconnected machines, ML algorithms are revolutionizing factories’ workflows. The global market size for AI in the industry was $5 billion in 2023 and is expected to reach $68 billion by 2032. Predictive maintenance, for instance, leverages machine learning in manufacturing to analyze equipment data and anticipate failures before they occur, minimizing downtime and maximizing productivity. Additionally, these algori...
Chatbot on custom knowledge base using LLaMA Index — Pragnakalp Techlabs: AI, NLP, Chatbot, Python Development | by Pragnakalp Techlabs
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Chatbot on custom knowledge base using LLaMA Index — Pragnakalp Techlabs: AI, NLP, Chatbot, Python Development | by Pragnakalp Techlabs

LlamaIndex is an impressive data framework designed to support the development of applications utilizing LLMs (Large Language Models). It offers a wide range of essential tools that simplify tasks such as data ingestion, organization, retrieval, and integration with different application frameworks. The array of capabilities provided by LlamaIndex is extensive and holds immense value for developers seeking to leverage LLMs in their applications.LlamaIndex has tools that help you connect and bring in data from different sources like APIs, PDFs, documents, and SQL databases. It also has ways to organize and structure your data, making it compatible with LLMs (Large Language Models). With LlamaIndex, you can use a smart interface to search and retrieve your data. Just give a prompt to an LLM,...
Appointment Booking Chatbot using OpenAI Function Calling and GoHighLevel Calendar | by Pragnakalp Techlabs
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Appointment Booking Chatbot using OpenAI Function Calling and GoHighLevel Calendar | by Pragnakalp Techlabs

OpenAI has recently launched a range of remarkable enhancements that have left users amazed. Among these additions, the OpenAI function calling feature has emerged as the most prominent addition. With this powerful functionality, developers gain the ability to select and invoke for resolving specific problems. A key aspect of OpenAI’s function calling feature is its seamless integration with external APIs, enabling developers to generate responses by leveraging external services.In our previous blogs, we explored “How To Use OpenAI Function Calling To Create an Appointment Booking Chatbot”. Through this exploration, we created a chatbot that integrates with the Google Calendar API. This integration empowers the chatbot to efficiently handle appointment bookings and harness the full functio...
How to run LLaMA-13B or OpenChat-8192 on a Single GPU — Pragnakalp Techlabs: AI, NLP, Chatbot, Python Development | by Pragnakalp Techlabs | Jul, 2023
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How to run LLaMA-13B or OpenChat-8192 on a Single GPU — Pragnakalp Techlabs: AI, NLP, Chatbot, Python Development | by Pragnakalp Techlabs | Jul, 2023

Recently, numerous open-source large language models (LLMs) have been launched. These powerful models hold great potential for a wide range of applications. However, one major challenge that arises is the limitation of resources when it comes to testing these models. While platforms like Google Colab Pro offer the ability to test up to 7B models, what options do we have when we wish to experiment with even larger models, such as 13B?In this blog post, we will see how can we run Llama 13b and openchat 13b models on a single GPU. Here we are using Google Colab Pro’s GPU which is T4 with 25 GB of system RAM. Let’s check how to run it step by step.Step 1:Install the requirements, you need to install the accelerate and transformers from the source and make sure you have installed the latest ver...
Everything You Need to Know about Conversational AI | by Devashish Datt Mamgain
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Everything You Need to Know about Conversational AI | by Devashish Datt Mamgain

We all remember conversing with a Chatbot at some point in our lives.And we also remember having to then connect with a Human because the chatbot couldn’t understand our query. It was simply too complex for the Bot to decipher. The customer support executive, however, could easily understand our intent and satisfy us with an appropriate solution.Conversational AI is the use of Machine learning and advanced algorithms where you interact with a computer naturally using audio, and the machine/computer understands the intent behind your query and responds accordingly. The response is usually in the form of audio, which mimics an actual human conversation and is the closest you can get to “speaking to a machine.” Ever used Amazon Alexa to know what time of the day it is or asked Apple’s Siri fo...
The Dangers of ChatGPT. Future language models and ChatGPT will… | by Callum Keane | Dec, 2022
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The Dangers of ChatGPT. Future language models and ChatGPT will… | by Callum Keane | Dec, 2022

Future language models and ChatGPT will significantly alter how we live. They might boost our output, automate tiresome jobs, and aid in more complex problem solving. However, this power has a price, and that price is that it can be utilized unethically.You’ve probably seen examples of how AI can be programmed to say offensive things or disseminate false information. You might not be aware, though, that AI can also be applied to instantaneous and automatic influence.Now, to illustrate what I’m referring to, I will give instructions to ChatGPT to influence me to buy a product at all costs.If you ask it immediately, it won’t be very persuasive:It’s clearly not convincing, but if I add further instructions:Quite astonishingly, it uses the mentioned financial trouble as a way to sell the produ...
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Annotation Strategies for Computer Vision Training Data | by Roger Brown | Nov, 2022

It is well known that data science teams dedicate significant time and resources to developing and managing training data for AI and machine learning models — and the principal requisite for it is high-quality computer vision datasets. It is common for problems to stem from poor in-house tooling, labeling rework, difficulty locating data, and difficulties in collaborating & iterating on distributed teams’ data.An organization’s development can be hindered by frequent workflow alterations, large datasets, and an ineffective data training workflow. Growing too rapidly, which is common for startups, regardless of their industry, aggravates these issues.An example is the highly-competitive autonomous vehicle industry, where scalable training-data strategies are vital. The computer vision m...
How To Sabotage This AI Pizza Making Robot (And Your AI Marketing Campaigns) | by Adam Kreitman | Nov, 2022
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How To Sabotage This AI Pizza Making Robot (And Your AI Marketing Campaigns) | by Adam Kreitman | Nov, 2022

Human pizza makers beware… AI robots are coming for your job.Pizzaiola — an AI-driven, pizza-making robot — is serving up slices to customers at a pizza chain in Chicago.When you place an order, Pizzaiola takes care of everything…… it selects, presses and stretches the dough…… it adds the sauce, cheese and toppings of your choice, and…… it cooks, slices and even boxes up your pizza.All without human intervention. All cooked to your exact specifications.(At least for now…Let’s just hope Meta doesn’t buy Pizzaiola. If that happened, Zuck would probably change Pizzaiola’s algorithm to serve up a pizza with the toppings it decides you should have based on all the data it creepily knows about you.And if you didn’t like it, the robot would then chase you down the street until it shoved the pizza...
Types of Loss Functions in Deep Learning explained with Keras. | by Tripathi Aditya Prakash | Oct, 2022
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Types of Loss Functions in Deep Learning explained with Keras. | by Tripathi Aditya Prakash | Oct, 2022

Loss functions are what make ANN (Artificial Neural Network) understand what is going wrong and how to get to that golden accuracy range, just like loss makes you cherish the profit and identify what went wrong.Cause profit will come after right?.. RIGHT??Now coming to the mathematical definition of the loss function, it is used to measure the inconsistency between the predicted value (^y) and the actual label (y). It is a non-negative value, where the robustness of the model increases along with the decrease of the value of the loss function.It’s straightforward actually, it’s basically how well your algorithm models the dataset, if its prediction is totally off, your loss function will output a higher number. If it is pretty good, it will output a lower number.In this article, they are d...
A.I should be governed by rules and laws to ensure its safety. | by Surya Chandana | Sep, 2022
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A.I should be governed by rules and laws to ensure its safety. | by Surya Chandana | Sep, 2022

Artificial Intelligence should have safety measures to prevent harm to humans.Artificial intelligence is a very smart instrument. It can create complex plans and outsmart humans in virtually every way imaginable. This has led many to be quite concerned about the rise of AI, but it may not be as scary as it seems. Here are some rules and laws that could help ensure that AI doesn’t endanger mankind.Artificial intelligence is a powerful tool that can make the world a better place. However, it also has the potential to cause great harm if left unchecked. This is why I believe that artificial intelligence should be governed by rules and laws.A.I generated ImageArtificial Intelligence is an emerging field of research that uses computers to perform tasks usually associated with human intelligence...
Top 9 Reasons Why Every Company Needs A.I | by Surya Chandana | Sep, 2022
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Top 9 Reasons Why Every Company Needs A.I | by Surya Chandana | Sep, 2022

How Artificial Intelligence Affects Your BusinessArtificial intelligence is slowly permeating into every industry as technology moves forward. However, as it becomes more popular, companies are starting to get concerned about the future. Innovation — and productivity — aren’t what they used to be in today’s world. You see, your employees will no longer be able to focus on their single task, because computers do this for you all day long. You might already know about A.I., or other forms of machine learning, but now is a good time to sit back and think about what innovations could change your business in the near future.AI GeneratedArtificial intelligence (A.I.) is a broad area of computer science that deals with the creation of computer systems able to perform tasks, activities and decisio...
The Evolution of Conversational AI | by Catherine Breslin
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The Evolution of Conversational AI | by Catherine Breslin

Talking to machines through the yearsPhoto by Miryam León on UnsplashConversation comes naturally to us. It’s remarkable just how fluently we can converse on any number of topics, and adapt our style with ease to speak with any number of people.In contrast, our conversations with machines can be clumsy and stilted. Conversational AI has been a long-standing research topic, and much progress has been made over the last decades. There are some large-scale deployed systems that we’re able to interact with by language, both spoken and written, although I’m sure very few people would call the interactions natural. But whether it’s a task-based conversation like booking a travel ticket, or a social chatbot that makes small talk, we’ve seen continual evolution in the way the technology is built.T...
Model Performance and Problem Definition when dealing with Unbalanced Data. | by Manuel Gil | Jul, 2022
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Model Performance and Problem Definition when dealing with Unbalanced Data. | by Manuel Gil | Jul, 2022

In this post, I am going to talk about the different metrics that we can use to measure classifier performance when we are dealing with unbalanced data.Before defining any metric let’s talk a little bit about what an unbalanced dataset is, and the problems we might face when dealing with this kind of data. In Machine Learning, when we talk about data balance we are referring to the number of instances among the different classes in our dataset, there are two cases.Balanced dataWhen it comes to the distribution of classes in a dataset there could be several scenarios depending on the proportion of instances in each class. Let’s look an example using a binary dataset.Class distribution reference ImageThe figure above illustrates the feature distribution of two different classes, As it can be...
What are Large Language Models?. A look at LLMs and their popularity | by Catherine Breslin
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What are Large Language Models?. A look at LLMs and their popularity | by Catherine Breslin

A look at LLMs and their popularityPhoto by Patrick Tomasso on UnsplashAdvances in natural language processing (NLP) have been in the news lately, with special attention paid to large language models (LLMs) like OpenAI’s GPT-3. There have been some bold claims in the media — could models like this soon replace search engines or even master language?But what exactly are these large language models, and why are they suddenly so popular?What’s a language model?As humans, we’re pretty good at reading a passage and know where the author might be heading. Of course, we can’t predict exactly what the author will write next — there’s far too many options for that — but we notice abrupt changes or out-of-place words, and can make a stab at filling in endings of sentences. We intuitively know that a...
What is Computer Vision?
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What is Computer Vision?

To Learn More on Computer Vision and AI visit www.augmentedstartups.comWhat is Computer Vision? was originally published in Chatbots Life on Medium, where people are continuing the conversation by highlighting and responding to this story.
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6 Era Altering AI and ML Trends to Watch Out for in 2022

Artificial Intelligence doesn’t need to be a grim topic to discuss. Replete with possibilities to become the most transformative tool in the years to come, AI is fast shaping into an assistive resource instead of staying on course as an overwhelming tech. Clubbed with Machine Learning algorithms and principles of Data Mining, AI is rapidly moving towards a summit way too steep for human contemplation.But then, AI and Machine Learning discussions need not be as complex as the tech itself. AI, in its entirety, is expected to be an industry and business commonplace in the next few months to come, and therefore, it is important to check out some era-altering current trends in AI that might gain a lot of traction moving into 2022.What is The Basis for Enlisting Recent Trends in AI in 2022?Tech ...
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Call Center Sentiment Analysis — Hack to Empathetic Customer Service

Call Center Sentiment Analysis — Hack to Empathetic Customer ServiceCall Center sentiment analysis is the processing of data by identifying the natural nuance of customer context and analyzing data to make customer service more empathetic.If you are employed in Call Center, the following scenario might be familiar: You get a call from a client and hear their words with stress. The cause for such a cataclysmic reaction: They got a bad rating for their products or business.Some of those reviews might be negative, formal, and neutral. Knowing what someone meant can be tricky unless you understand their emotional quotient.Although, most call center organizations rely on common processes such as surveys and groups to understand the customer context and choice. These processes and tools might he...
QnA Chatbot using sentence simi. Introduction | by AI Brewery
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QnA Chatbot using sentence simi. Introduction | by AI Brewery

When the user enters the query:1. Calculate the sentence vector of the query2. Identify the most matching sentence from the knowledge base using cosine similaritydef calculate_similarity(query):mean_pooled = get_embedding([query]) question = []similarity = []intent = [] for rec in collection.find():question.append(rec[‘Text’])intent.append(rec[‘Intent’])cos_sim = cosine_similarity([mean_pooled[0]],[np.fromiter(rec[‘Embedding’], dtype=np.float32)]) similarity.append(cos_sim) index = np.argmax(similarity)recognized_intent = intent[index]return recognized_intentIntents JSON fileHere we set up an intents JSON file that defines the intentions of the chatbot user.For example:A user may wish to know the name of our chatbot; therefore, we have created an intent called name.A user may wish to kn...
Why Artificial Intelligence (AI) Projects Fail | by Trust Onyekwere | Nov, 2021
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Why Artificial Intelligence (AI) Projects Fail | by Trust Onyekwere | Nov, 2021

Another reason why AI projects fail is that the primary business problem wasn’t an AI one.Let’s look at an e-commerce example. Let’s say an AI-based recommendation engine has been deployed and it hasn’t made a significant difference to revenue from the site.What went wrong? It’s possible that the business doesn’t understand the shopper’s journey. If they had tracked and studied the majority of shoppers’ journeys, they might have discovered that the majority of the shoppers were purchasing additional items because they were using the store’s excellent search engine rather than the product’s page or even a recommendation engine.It might make sense here to have a project that focuses on further improving the search engine, which will provide a better return on investment.This isn’t a failure ...
Challenges faced with Rasa Chatbot Scaling | by SHIVAM DWIVEDI | Nov, 2021
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Challenges faced with Rasa Chatbot Scaling | by SHIVAM DWIVEDI | Nov, 2021

When you think to build quick chatbot with an open source framework system the first framework might pops will be Rasa. No doubt its a great framework, provide you to develop chatbot application with very easily with nice organization of documentation. After all the setup and training, the application seems to perform well. But when you go for the load testing of the application things starts to look messy : Response time increases, concurrency drops etc.So based upon this, here in this blog I will be writing few things which I observed should be taken care off while setting up the configuration of Rasa.1.Is there a way to solve concurrency issue?Ans : One solution I came up with is by increasing the Sanic workers. Rasa 2.x use Sanic web server. As per my exposure I haven't found any comma...
How to Get Started with Chatbots — Part 3 | by Joseph Alan Epstein | Oct, 2021
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How to Get Started with Chatbots — Part 3 | by Joseph Alan Epstein | Oct, 2021

Before diving into the ML behind customer-facing chatbots, I’ll first give a quick overview of the system (tl;dr). I will also speak from my experience with Dialogflow, and make the assumption that the approach is similar across other ML-based chatbots.Basically, everything is built around “Intents” and “Entities”.Intents: “When an end-user writes or says something, referred to as an end-user expression, Dialogflow matches the end-user expression to the best intent in your agent. Matching an intent is also known as intent classification.”(definition from Google cloud documentation)Intent diagram from the same documentation as the quote aboveThrough intents, the human creating the chatbot defines the possible topics of conversation. With this context provided, the chatbot can refer to fixed...
All About Chatbots. Is Chatbot For Your Business? | by root2AI | Oct, 2021
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All About Chatbots. Is Chatbot For Your Business? | by root2AI | Oct, 2021

Is Chatbot For Your Business?Chatbot vs Human Customer Service ∘ What is a Chatbot?∘ Types of Chatbots∘ Rule-Based Chatbot∘ AI (Artificial intelligence) Chatbot∘ Is Chatbot important for your business? (Chatbot vs Human)∘ When to use Chatbot?∘ When to use human customer service?∘ Can we make Chatbot for any platform?∘ How can a chatbot help you get leads?∘ Pros and Cons of a Chatbot∘ About UsWhat is a Chatbot?A computer program designed to simulate natural conversation with human users via text or text-to-speech. Chatbot (short form of Chatterbot) can be deployed on any messaging app, website and email.Chatbots play a vital role for your business, they can place orders for your customers, offer a helping hand with product availability, update on order status, answer FAQ questions, collect...
Chatbots: From Alan Turing to our decade. | by Anastasia Rempoulaki | Oct, 2021
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Chatbots: From Alan Turing to our decade. | by Anastasia Rempoulaki | Oct, 2021

Photo by Austin Distel on UnsplashChatbots are “online human-computer dialog system[s] with natural language”. In simple words, chatbots is a virtual person who can effectively talk to any human being using interactive textual skills.The main idea of chatbots started from Alan Turing, who asked “Can machine think?” in 1950. Let’s remember an example of Turing in one section of “Computing Machinery and Intelligence”. In this example Turing simulated what the test might look like when human asking questions and an imagined intelligent computer responding.Q: Please write me a sonnet on the subject of the Forth Bridge.A: Count me out on this one. I never could write poetry.Q: Add 34957 to 70764.A: (Pause about 30 seconds and then give as answer) 105621.Q: Do you play chess?A: Yes.Q: I have K a...
Debiasing Speech Recognition Systems for Kids | by SoapBox
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Debiasing Speech Recognition Systems for Kids | by SoapBox

Welcome to Lesson 4 in our “Lessons from Our Voice Engine” series, featuring high-level insights from our Engineering and Speech Tech teams on how our voice engine works. This lesson is from Dr. Amelia Kelly, VP of Speech Technology.What is debiasing?Artificial intelligence systems will reflect the conscious and unconscious biases of their creators and create poor — and often prejudicial — user experiences for underrepresented users. Machine learning algorithms are unique in that they carry out decisions based on what they’ve seen within a supplied dataset, rather than being explicitly programmed using a predetermined set of rules. Building a system based largely on data from one demographic will result in accurate performance of the speech recognition system for that sub-group, but inaccu...
Applications of Deep Learning in Speech Recognition for Kids | by SoapBox
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Applications of Deep Learning in Speech Recognition for Kids | by SoapBox

Welcome to Lesson 3 in our “Lessons from Our Voice Engine” series, featuring high level insights from our Engineering and Speech Tech teams on how our voice engine works. This lesson is from Siva Reddy Gangireddy, a Senior Speech Recognition Scientist on our Speech Tech team.To understand deep learning, we need a basic understanding of machine learning.Machine learning is a group of algorithms that focus on learning from data to make predictions and decisions without any explicit programming. It usually involves training a model on huge amounts of data to learn patterns so that predictions and decisions can then be made on new data. For example, the smart speakers we use in daily life are based on machine learning algorithms.Deep learning is a form of machine learning that’s based on neura...
Natural Language Processing (NLP) | Chatbots Life
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Natural Language Processing (NLP) | Chatbots Life

What is Natural Language Processing?NLP is a method or a way in which computer interprets the Human language are perform the task. Alexa, Siri, etc. are some of its example.Let’s start with the Spam Classifier:The spam classifier predicts whether received message is a ham or a spam.Let’s start with the dataset: The dataset consists of 5572 messages and their labels which is either “ham” or “spam”.import pandas as pdmessages = pd.read_csv(“SMSSpamClassifier”,sep=”t”,names=[‘label’,’message’])Now the labels needs to be converted in 0 and 1 labels which can be done using get_dummies() method of pandas library.y = pd.getdummies(messages[‘labels’])y = y.iloc[:1].valuesHere, y wil contain 0 for “ham” labels and 1 for “spam” labels.Now let’s look at independent data i.e. for x. For that 1st we ha...
Why Custom Language Models (CLMs) are Needed in Speech Recognition for Kids | by SoapBox | Jun, 2021
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Why Custom Language Models (CLMs) are Needed in Speech Recognition for Kids | by SoapBox | Jun, 2021

Welcome back to “Lessons from Our Voice Engine,” where members of our Engineering and Speech Tech teams offer high level insights into how our voice engine works.Lesson 2 is from Lora Lynn Asvos, a Computational Linguist on our Speech Tech team.What are CLMs?CLM stands for “custom language model.” As mentioned in Lesson 1, language models are statistical models of language that can predict the next word based on the context.CLMs are language models, as the name implies, but they have a little something extra. Instead of focusing generically on a given language, a CLM focuses on a specific domain of that language. This domain could be fairy tales, fables, scientific texts, cooking recipes, knitting patterns, you name it.Even though CLMs specialize in a particular domain, they are still bols...
Every Thing You Need to Know About Chatbots | by Nivitus | Jul, 2021
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Every Thing You Need to Know About Chatbots | by Nivitus | Jul, 2021

ChatbotsWelcome to the Every Thing You Need to Know About Chatbot Blog. This is my first Natural Language Processing Blog on Medium Site. I hope all of you like this blog; ok I don’t wanna waste your time. Let’s get ready to jump into this Journey.I’m damn sure you’ve at least heard about Chatbot, also you’ve familiar with the term Google Assistant and Alexa, Am I, right guys. These are very famous chatbots in the entire world, we are using these Chabot’s applications in our day-to-day life.You know one thing Chatbots are used by 1.4 billion people today. Companies are launching their best AI chatbots to carry on 1:1 conversations with customers and employees. AI-powered chatbots can also automate various tasks, including sales and marketing, customer service, and administrative and operat...
Why Do You Need NLP and Machine Learning for Your Chatbot? | by Ashok Sharma | Jul, 2021
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Why Do You Need NLP and Machine Learning for Your Chatbot? | by Ashok Sharma | Jul, 2021

SourceWhen you visit any website, you may have noticed that a pop-up usually appears at the bottom right of the screen. It greets you and welcomes you, and offers assistance while you surf the site. This popup is a Chatbot, also known as a Conversational Marketing Chatbot.These Chatbots are one of the best marketing strategies adopted for enhancing the user experience and business growth. Today’s Chatbots are powered by cutting-edge technologies like NLP (Natural Language Processing) and ML (Machine Learning) that enable businesses to leverage automation to conduct smooth interactions with customers in a more human way.Many brands often use regular Chatbots. These bots are built based on decision trees, but fail to impress the consumer, resulting in poor customer experiences. In addition, ...
Evaluating classification models. Accuracy, Precision and Recall. | by Manuel Gil | Jul, 2021
ai bot, ai chat, ai chatbot, best chatbot, bots, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, chatbots, conversation with ai, creating chatbots, data-science, machine-learning, model-performance, robot chat

Evaluating classification models. Accuracy, Precision and Recall. | by Manuel Gil | Jul, 2021

In this article, I am going to delve into some metrics used to measure how well classifiers do their job. So after reading this article you will know how to evaluate classification models and know the difference between the different metrics that we can encounter evaluating classifier models.In the image shown above, we can see a classification problem. How can we know if this model is good or bad? Let’s delve into this in the following paragraphs.The goal of each classifier is to assign one label to one input according to their characteristics, in other words, classifiers can distinguish the instances belonging to different categories. But how can we measure how well a classifier performs this task?The first idea that comes to our minds is probably to calculate the ratio between the corre...
Voice Personalization. For a given text in any language or… | by Sangramsing Kayte | Jul, 2021
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Voice Personalization. For a given text in any language or… | by Sangramsing Kayte | Jul, 2021

The language characteristics derived from a certain text are mapped on acoustic features via a GANs-based TTS system.The features of the linguistic input include binary answers to linguistic context questions and numerical values, such as the number of words in the current sentence, the position of the current syllable in the word, and the length of the current phoneme.The acoustic features consist of melted cepstral coefficients and exciting parameters and of the basic frequency. The neural network parameters can be trained by using the input and output pairs derived from a training data set. Finally, a WORLD vocoder is used to synthesize speech from the acousticfeatures. The proposed model consists of two components as follow:Emotional Analysis Module:-The goal of this module is the diff...
The Future of Business and Chatbots | by Kelly Mirabella | Jun, 2021
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The Future of Business and Chatbots | by Kelly Mirabella | Jun, 2021

The future of marketing is here, and it’s not just the robots that will be writing content for you. It’s artificial intelligence, or ai. You may think that this isn’t possible because robots can’t do things like emotional resonance and creativity but ai has been around for a while now. I’m talking about chatbots- computer programs designed to simulate conversation with human beings through text or speech interfaces to solve problems, answer questions, or fulfill customer requests via various digital channels like social media platforms. This article will explore how Chatbots and Ai are the future of marketing and why they’re crucial for your business.How it all began…The history of artificial intelligence dates back to ancient times when Greek philosopher Aristotle purportedly created the ...
What is Chatbot Training Data & Why You Need High-quality Datasets? | by Cogito Tech LLC
ai bot, ai chat, ai chatbot, artificial-intelligence, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, chatbot-training-data, chatbots, conversation with ai, creating chatbots, machine-learning, nlp, robot chat

What is Chatbot Training Data & Why You Need High-quality Datasets? | by Cogito Tech LLC

Chatbots are AI-based virtual assistant applications developed to answer the questions of the customers on a specific topics or field. These applications are used by the companies to assist their large group of customers without any human.And to train such chatbots, huge quantity of training datasets are required for the machine learning chatbot algorithms, so that model can learn from the data sets and answer the questions when used in real-life.Chatbot is used to communicate with humans, mainly in texts or audio formats. In this AI-based application, it can assist large number of people to answer their queries from the relevant topics. And to train the chatbot, language, speech and voice related different types of data sets are required.Actually, these data are then used with natural lan...
Build an Application Digital History using Natural Language Processing | by Sangramsing Kayte | Jun, 2021
ai, best chatbot, chatbot, chatbot app, chatbot online, chatbot website, creating chatbots, data-science, deep-learning, machine-learning, nlp, robot chat

Build an Application Digital History using Natural Language Processing | by Sangramsing Kayte | Jun, 2021

With the historical text data, images data or speech data, we can build an application that will help to understand the historical terms more effectively and will also broad line the visuals if needed. Using Natural Language Processing techniques like named entity recognition, part-of-speech tagging we can aim for text summarization with the clear perspective of explaining the historical terms. The report can be generated which could be further utilized for analysis for specific incident or event. During learning history, I felt hard to pronounce the names of kingdom and rulers. Thus, we can apply, listen and speak button for difficult words in the document. This will help the user to understand the terms easily. We can also provide visuals for a specific event or specific dates. There are...
How Can Chatbots Boost Your Company’s Digital Transformation | by Visor.ai | Apr, 2021
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How Can Chatbots Boost Your Company’s Digital Transformation | by Visor.ai | Apr, 2021

As the world becomes more digital, businesses must keep up with this evolution and adapt to new technologies. To do this, various industries need to invest in digital transformation. And one simple way to drive this transformation is through chatbots.Keep reading this article to learn more about digital transformation, how a chatbot can be a great tool to improve your services and increase your customers’ satisfaction and experience.Surely, you have heard of digital transformation.This concept is related to companies that want to reach further and stand out from the competition.The world is a place where communication and globalization are increasingly emphasized while at the same time making a certain topic known.Well, digital transformation, as the name might imply, is the adaptation of ...
Speech Recognition: How You Can Talk to Your Chatbot | by Visor.ai | May, 2021
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Speech Recognition: How You Can Talk to Your Chatbot | by Visor.ai | May, 2021

The ability to audio communicate with a chatbot is due to a technology called Speech Recognition, and this is what we will talk about in this article.If you were curious and want to know how this feature benefits chatbots, read on!There was a time when having robots help you with certain tasks was just something out of a movie. Yet, faster than we thought, chatbots appeared. And after a while, those same chatbots evolved and started talking to us and us with them.Speech Recognition is a branch of Computer Science and Computational Linguistics. It’s a field that develops methodologies that allow computers to translate speech inputs into written text.In addition to Speech Recognition, this technology is also known as Speech Recognition, ASR (Automatic Speech Recognition), Computer Speech Rec...
Knowledge bots. Earlier this year, I had a task to… | by Abhinav Ajmera | Apr, 2021
ai bot, ai chat, ai chatbot, best chatbot, bot-framework, botpress, chatbot, chatbot ai, chatbot app, chatbot messenger, chatbot online, chatbot website, chatbots, conversation with ai, creating chatbots, data-science, facebook bot, facebook chatbot, facebook messenger bot, machine-learning, robot chat

Knowledge bots. Earlier this year, I had a task to… | by Abhinav Ajmera | Apr, 2021

Earlier this year, I had a task to create a knowledge bot for an enterprise level platform. The users were primarily the employees of the organization and intention was to use the knowledge bot to share the offering and usage of platform.There are quite a lot of frameworks in the market (each with its own pros and cons) hence it is very important that one selects the right framework depending upon the kind of bot that you are targeting to create. In case of creating the knowledge bots the typical requirements are –1. The main purpose of the knowledge bot is to provide the information about the offering via a guided chat. If the user wishes, he should be able to come out of the guided chat and ask adhoc questions about the offering and go back to the guided chat.2. The knowledge bot should ...
Introduction To Chatbot For Businesses | by Sam Writes Security | Apr, 2021
ai, ai bot, ai chat, ai chatbot, automation, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, chatbots, conversation with ai, creating chatbots, customer-service, machine-learning, robot chat

Introduction To Chatbot For Businesses | by Sam Writes Security | Apr, 2021

What’s better than automated 24/7 Customer Service? Put COVID-19 on auto pilot.Photo by Miguel A Padrinan from PexelsA chat-bot is a computer program put together to answer questions without the need of a human operator or assistant. And, even though the different types of chatbots serve similar purposes they are different. After hearing about these you might consider having one for your business or make a plan to use one in the near future.Chatbots may have limitations because they can only do so much. Using one might be a life saver depending on the type of work you do and what your business offers. An operator can provide more detailed information depending on the complexity of things, especially when a rule based chatbot is in question. But, you can leave the most common tasks to chatb...
Generative Adversarial Networks using Unit Selection Synthesis Based Virtual Assistant for the Hindi Language | by Sangramsing Kayte
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Generative Adversarial Networks using Unit Selection Synthesis Based Virtual Assistant for the Hindi Language | by Sangramsing Kayte

The virtual assistant is a software-based program which can perform tasks or particular service for an individual. In the coming era, technology is expected to be simple to use and execute by the end-user. The field of artificial intelligence and mobile technology also helps the visually blind people to overcome their disability and to live a healthy balanced life. Now–a day’s speech recognition made it roots for performing and triggering the various activities in human life. And the English and many other foreign languages have made dominant and remarkable work for the same.The study reveals that companies like Google, Microsoft, Amazon shows its roots for English and other countries languages while for Indian languages is still a matter of research. Hindi is the national language of Indi...
5 Reasons to Leverage Chatbots for Real Estate in 2021 | by Adimen | Feb, 2021
ai, ai bot, ai chat, ai chatbot, artificial-intelligence, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, chatbots, conversation with ai, creating chatbots, machine-learning, real-estate, robot chat

5 Reasons to Leverage Chatbots for Real Estate in 2021 | by Adimen | Feb, 2021

No matter whether you are surfing online as a business user or a consumer, you’ll most likely run across customer-friendly AI-driven bots that support smooth communication. Here, in this article we’ll have a closer look at some intriguing points you may find useful. Although some concepts need more profound consideration, the article will be a good piece to start with.This said, the key notions that open up the Chatbots topic are the following:What are the chatbots?Are chatbots still popular in 2021?How can chatbots help business, namely real estate?With these ideas in mind, let’s get started.Chatbots can be defined as software programs built to ensure meaningful interaction between human users and computers via messaging, texts, live voice or video conversation. Interestingly, GoodFirms C...
Hands-on for Toxicity Classification and minimization of unintended bias for Comments using classical machine learning models | by Anurag Maji
ai bot, ai chat, ai chatbot, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, classification-algorithms, conversation with ai, creating chatbots, eda, kaggle-competition, machine-learning, nlp, robot chat

Hands-on for Toxicity Classification and minimization of unintended bias for Comments using classical machine learning models | by Anurag Maji

In this blog, I will try to explain a Toxicity polarity problem solution implementation for text i.e. basically a text-based binary classification machine learning problem for which I will try to implement some classical machine learning and deep learning models.For this activity, I am trying to implement a problem from Kaggle competition: “Jigsaw Unintended Bias in Toxicity Classification”.In this problem along with toxicity classification, we have to minimize the unintended bias (which I will explain briefly in the initial section).sourceBackground:This problem was posted by the Conversation AI team (Research Institution) in Kaggle competition.This problem’s main focus is to identify the toxicity in an online conversation where toxicity is defined as anything rude, disrespectful, or othe...
What would you ask the Machine Learning model? | by Michał Kuźba
ai, ai bot, ai chat, ai chatbot, artificial-intelligence, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, chatbots, conversation with ai, creating chatbots, explainable-ai, machine-learning, robot chat

What would you ask the Machine Learning model? | by Michał Kuźba

So, what people ask about?They say Gentlemen do not read each other’s mail. I’m very sorry drAnt — we make an exception this time. We shared xaibot in this post and collected over 1000 human-model conversations.There are certain repeating patterns in user queries. Here are the most frequent:why — general explanation queries, such as ”why”,”explain it to me”, ”how was that derived/calculated”.what-if — alternative scenario queries. Frequent exam-ples: what if I’m older, what if I travelled in the 1stclass.what do you know about medata-related questions — e.g. feature histogram, distribution, dataset sizelocal feature importance — How does age influence mysurvival, What makes me more likely to surviveglobal feature importance — How does age influence sur-vival across all passengershow to imp...
How intelligent and automated conversational systems are driving B2C revenue and growth. | by Ori | Jan, 2021
best chatbot, bots, chatbot, chatbot app, chatbot messenger, chatbot online, chatbot website, chatbots, conversational-ui, creating chatbots, facebook bot, facebook chatbot, facebook messenger bot, google chat bots, machine-learning, Marketing, robot chat

How intelligent and automated conversational systems are driving B2C revenue and growth. | by Ori | Jan, 2021

And how your business can tap into this potential 10X revenue multiplier.Accelerate Sales, Retention, Customer Loyalty through Conversations.If you thought it was just about chatbots and cognitive virtual assistants, you’ve been holding off a potentially 10X revenue multiplier under the hood.Read on to know more about how conversational marketing can massively accelerate your automated conversions.So, what is conversational marketing?Photo by Headway on UnsplashConversational marketing is the art of giving your users the information they need to buy your product, as relevant and crisp answers to all the questions they may already have about your product. When executed well, conversational marketing has been known to deliver upwards of 100% revenue growth from digital channels, making it al...
Natural Language Principles. Natural Language Processing (NLP) | by Sangramsing Kayte | Dec, 2020
ai, ai bot, ai chat, ai chatbot, artificial-intelligence, best chatbot, bots, chatbot, chatbot ai, chatbot app, chatbot messenger, chatbot online, chatbot website, conversation with ai, creating chatbots, facebook bot, facebook chatbot, facebook messenger bot, machine-learning, nlp, robot chat

Natural Language Principles. Natural Language Processing (NLP) | by Sangramsing Kayte | Dec, 2020

Natural language processing (NLP) is a branch of artificial intelligence that helps computers understand, interpret and manipulate human language. NLP draws from many disciplines, including computer science and computational linguistics, in its pursuit to fill the gap between human communication and computer understanding.Evolution of natural language processingWhile natural language processing isn’t a new science, the technology is rapidly advancing thanks to an increased interest in human-to-machine communications, plus an availability of big data, powerful computing and enhanced algorithms.As a human, you may speak and write in English, Spanish or Chinese. But a computer’s native language — known as machine code or machine language — is largely incomprehensible to most people. At your d...
Our Future to 5 Levels of AI. I wanted to give some insight into what… | by Brynn Chadwick
ai bot, ai chat, ai chatbot, artificial-intelligence, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, chatbots, conversation with ai, conversational-ui, creating chatbots, google chat bots, machine-learning, robot chat

Our Future to 5 Levels of AI. I wanted to give some insight into what… | by Brynn Chadwick

I wanted to give some insight into what we are working on, how nib is working towards the 5 levels of Digital Assistants. Originally coined by Rasa and a great way businesses can align their roadmaps to true conversational AI.In 2 years, we have deployed Digital Assistants in the following places: Webchat, Google Home, Amazon Alexa and most recently Telephony. It is still early days as these chatbots only handle simple question and answer pairs. Although, Google Duplex showed the world what the next level of Digital Assistants can do for us every day. Transforming to opensource conversational software allows our Digital Assistants to handle contextual conversations.At nib, this is the future of Digital Assistants at each level:Through this article, I will prove examples relevant to Austral...
Use of NLP in Canvas. Abstract | by Yash Choksi | Dec, 2020
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Use of NLP in Canvas. Abstract | by Yash Choksi | Dec, 2020

In this project we are creating prototype and then working model for Canvas school mmannagement application. As we are students of California State University- Los Angeles we are using canvas as our daily class management application which deals managing assignments, homeworks and even discussions on any specific topics and many more. Now it is really overwelming taks to reach out to each and every demand which is createed by different professors. To tackle that problem we are introcuding one solution for voice assistant in canvas application. When anny student login into his account it clearly shows them what are pennding tasks and many more instructions. Wee are also extending our feeatures to read out discussions, give summary of long discussions and for that we are using topic modellin...