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How to Create a Powerful Chatbot Using Machine Learning

8Mar

By BotPenguinNo Comments

ai bot, ai chat, ai chatbot, ai-chatbot, best chatbot, chatbot, chatbot ai, chatbot app, chatbot messenger, chatbot online, chatbot website, chatbot-development, chatbots, chatbots-for-business, conversation with ai, creating chatbots, facebook bot, facebook chatbot, facebook messenger bot, machine-learning, robot chat

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 ...

How a Busy Candle Maker Doubled Her Email List Without Learning Email Marketing

17Jan

By Sean TinneyNo Comments

Digital Marketing, digital mkt, email list, Email Marketing, email outreach, Internet marketing, Learn, Online Marketing

How a Busy Candle Maker Doubled Her Email List Without Learning Email Marketing

By Sean Tinney January 14, 2026 💼 Meet Melissa Williams of Pea Pod Country When you’re making and selling candles and wax melts, your time goes into what you do best—pouring, scenting, and creating products your customers love. For Melissa Williams, founder of Pea Pod Country, most of her business hours are spent in production mode, crafting the candles and wax melts that keep her customers coming back. She knew email marketing would help her business grow. But between production, fulfillment, and running her business alongside full-time commitments, actually setting it up kept getting pushed to tomorrow. 😫 Challenge: Not Enough Time for Email Marketing For Melissa, the biggest challenge was finding the time to do email marketing. “As a maker...

Machine Learning in Manufacturing: Real-Life Use Cases & Examples

7Jul

By Master Of Code GlobalNo Comments

ai, ai bot, ai chat, ai chatbot, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, conversation with ai, creating chatbots, machine-learning, manufacturing, manufacturing-industry, robot chat

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...

15Jan

By Eric KarkovackNo Comments

building website, creating a website, google web designer, internet design, Learn Web Design, social media, web design, web design company, web designer, web page design, website builder, website design

Learning to Appreciate Great Content

The web is teeming with content. There are articles, videos, and podcasts to serve every niche. And we can’t forget about the many newsletters out there. That certainly applies to web design and all its subgenres. Perhaps we should be celebrating this golden age of content creation. Publishing is easier than ever. We can learn just about anything we want on demand. How cool is that? It’s worth wondering if we’re pushing the limits of the human mind, though. There’s so much content that we can become overwhelmed. It may also lead us to devalue those who create it. For example, consider your social media habits. How many times have you “liked” content – even if you didn’t bother to read it? I find myself doing this quite often. The act represents a tiny show of support – which is fine. But i...

Improving Call Center Performance with Machine Learning: The Most Effective Data Collection Methods | by Shaip | Jan, 2023

23Mar

By ShaipNo Comments

ai bot, ai chat, ai chatbot, best chatbot, call-center-data, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, conversation with ai, creating chatbots, data-collection, data-collection-services, robot chat

Improving Call Center Performance with Machine Learning: The Most Effective Data Collection Methods | by Shaip | Jan, 2023

The field of machine learning has been around for over 60 years and has been used to solve some of the most complex problems companies have ever faced. One area in which machine learning can have a dramatic positive impact is through call center data collection.Every business is interested in making its customer service experience as efficient and effective as possible because 88% of customers prefer voice calls with a live agent.Call center data collection can help measure the service experience’s quality and uncover trends that can be used for predictive analysis.In this blog, we will discuss the eight best call center data collection methods for machine learning.Call center data is a collection of information related to the performance of a call center. This data can be used to improve ...

AI In Education — Breaking Barriers, Amplifying Learning | by Bot Libre | Jan, 2023

12Jan

By Bot LibreNo Comments

ai, ai bot, ai chat, ai chatbot, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, conversation with ai, creating chatbots, education-technology, metavers, metaversesociety, robot chat, vr-experiences

AI In Education — Breaking Barriers, Amplifying Learning | by Bot Libre | Jan, 2023

Education is one of the most important components of a society, so much so that it is Sustainable Development Goal (SDG) Number 4 for the United Nations Educational, Scientific and Cultural Organization (UNESCO). However, due to the high costs of tuition fees, books, stationery, food, geographic and language barriers, pursuing one’s studies can be most challenging.To this end, the use of Artificial intelligence (AI) in education provides a welcome reprieve, as the technology is the getaway to a more inclusive, equitable, quality and immersive learning experience for all. It is no surprise therefore that the AI in Education Market size is set to surpass USD 80 billion by 2030.AI not only provides more accessible learning resources to groups that could otherwise be marginalized, it also offe...

Types of Loss Functions in Deep Learning explained with Keras. | by Tripathi Aditya Prakash | Oct, 2022

22Oct

By Tripathi Aditya PrakashNo Comments

ai bot, ai chat, ai chatbot, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, conversation with ai, creating chatbots, deep-learning, keras, loss-function, machine-learning, robot chat, tensorflow

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...

Types of Activation Functions in Deep Learning explained with Keras | by Tripathi Aditya Prakash | Sep, 2022

22Oct

By Tripathi Aditya PrakashNo Comments

activation-functions, best chatbot, chatbot, chatbot app, chatbot online, chatbot website, creating chatbots, deep-learning, keras, neural-networks, robot chat, tensorflow

Types of Activation Functions in Deep Learning explained with Keras | by Tripathi Aditya Prakash | Sep, 2022

Activation does it means activating your car with a click ( if it has that ,of course) , well the same concept but in terms of neurons , neuron as in human brain ? , again close enough, neuron but in Artificial Neural Network (ANN).The activation function decides whether a neuron should be activated or not.A biological neuron in the human brainIf you have seen an ANN, which I sincerely hope you do you have seen they are linear in nature, so to use non — linearity in them we use activation functions and generate output from input values fed into the network.A sample ANN networkActivation functions can be divided into three typesLinear Activation FunctionBinary Step Activation FunctionNon — linear Activation FunctionsIt is proportional to the output values, it just adds the weighted total to...

Why & How Machine Learning Took Over Paid Advertising

30Aug

By Kasim AslamNo Comments

Blog, Digital Marketing, digital mkt, Internet marketing, Marketing, networking, Online marketing, Online Marketing, Paid Media, videos

Why & How Machine Learning Took Over Paid Advertising

This is a direct excerpt from the Paid Traffic Mastery Certification course by Kasim Aslam. It’s over … machine learning won. Marketers used to win by beating the machines, beating google, beating Facebook. As time wore on, they got too smart. If you do not comply with machine learning, you will lose. It’s added in an entire layer of decision making that we don’t even see. Patience is key when it comes to machine learning. For the algorithm to optimize, it needs to gather as many data points as possible.With a broader targeting strategy machine learning will enable you to discover pockets of viable traffic that you didn’t know existed. </a The post Why & How Machine Learning Took Over Paid Advertising appeared first on DigitalMarketer.

What is document classification, and how can machine learning help? | by Shaip | Aug, 2022

30Aug

By ShaipNo Comments

ai, ai bot, ai chat, ai chatbot, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, chatbots, conversation with ai, creating chatbots, document-classification, robot chat

What is document classification, and how can machine learning help? | by Shaip | Aug, 2022

Imagine this: you head into a standard bookstore where pieces are supposed to be classified as genres — like thriller, romance, science fiction, and more. You want to pick Andy Weir’s Hail Mary — a novel with thriller/mystery and science fiction elements.While the book choice seems on point, the question is: which genre should you head towards? The book can be on the science fiction shelf or on the thriller counter. It can be anywhere. And that is when the manual document classification becomes troublesome.Sweating already? Fret not, as machine learning is here to help. Not to throw shade at the manual document classification, but they can be tedious if you plan on looking at a world outside books — including inventories and databases.Yet, document classification with machine learning can ...

What is synthetic Data in machine learning, and why do you need it? — Do It Easy With ScienceProg | by Shaip | Jul, 2022

6Aug

By ShaipNo Comments

ai bot, ai chat, ai chatbot, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, conversation with ai, creating chatbots, robot chat, synthetic-data

What is synthetic Data in machine learning, and why do you need it? — Do It Easy With ScienceProg | by Shaip | Jul, 2022

As the name suggests, synthetic data is the data that is artificially generated rather than being created by actual events. In marketing, social media, healthcare, finance, and security, synthetic data helps build more innovative solutions.Data is the key to resolution and quality service, whether you are processing an invoice or extracting information from a centralized legacy system.Many organizations complain that collecting and using data raises privacy concerns and leave their business to data breaching issues. Also, some data is tough to collect and incurs a high cost to the organization. For example, collecting data related to real-time events like banking transactions and road events for autonomous vehicles take a heavy load on organization costing.Then, what’s the solution to coll...

LinkedIn Makes its 20 Most Popular LinkedIn Learning Courses Freely Available Throughout August

2Aug

By Andrew HutchinsonNo Comments

linkedin, Social Marketing Strategies, social media, social media marketing

LinkedIn Makes its 20 Most Popular LinkedIn Learning Courses Freely Available Throughout August

Looking to up your skills for a job change or career advancement in the second half of the year? This will help – today, LinkedIn has published its listing of the 20 most popular LinkedIn Learning courses over the first half of 2022. In addition to this, LinkedIn’s also making each of these courses free to access till the end of the month - so now may well be the best time to jump in and brush up on the latest, rising skills in your industry. As per LinkedIn: “As the Great Reshuffle slows and the job market cools, professionals are getting more serious about skill building. The pandemic accelerated change across industries, and as a result, skills to do a job today have changed even compared to a few years ago. Professionals are responding by learning new skills to future-proof their caree...

31May

By Bot LibreNo Comments

artificial-intelligence, best chatbot, botlibre, chatbot, chatbot app, chatbot online, chatbot website, chatbots, creating chatbots, education-technology, google chat bots, robot chat, virtual-reality

Learning English Made Easy- Bot Libre’s Mobile App

As learning is no longer defined by the four walls of a classroom, virtual educational tools have increased in popularity. For example, data from statista.com shows that in the first quarter of 2020 Google Play saw 466 million downloads of educational apps. That number continues to grow especially amid various social changes.To help bridge the gap between eager learners and accessible education, Bot Libre has launched its latest mobile app — Virtual English Tutor. The app has features that have been proven by experts to increase memory and learning outcomes and are currently being developed to meet individual user needs.Features:Conversational English LessonsDifferent learning categories — greetings, job interviews, and dating.Chat segment for conversational practiceVirtual English Tutor i...

DigitalMarketer Launches Academy: Leading Marketing eLearning Company Creates Learning Paths

29Mar

By DigitalMarketerNo Comments

Blog, certification course, certification courses, Digital Marketing, digital mkt, elearning, Internet marketing, learning path, learning paths, marketing careers, Marketing Strategy, Most Popular, online education, online learning, Online Marketing

DigitalMarketer Launches Academy: Leading Marketing eLearning Company Creates Learning Paths

DigitalMarketer The lovely content team here at DigitalMarketer works hard to make sure you have the best blog posts to read. But some posts require a group effort, and we decided to stop the rock-paper-scissors tournaments that decided the byline so that we had more time to write. Besides, we all graduated from kindergarten: we can share.

Learning Chatbot from Scratch: Rasa Open Source 3.x Installation and Set up on macOS | by Hui Xi | Jan, 2022

20Jan

By Hui XiNo Comments

ai bot, ai chat, ai chatbot, beginners-guide, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, chatbots, conversation with ai, creating chatbots, installation, macos, rasa, robot chat

Learning Chatbot from Scratch: Rasa Open Source 3.x Installation and Set up on macOS | by Hui Xi | Jan, 2022

I started to explore chatbot design two weeks ago and decided go with Rasa for my first chatbot development. As a leading open source chatbot platform, Rasa recently upgraded from 2.x to 3.x. While users are encouraged to upgrade to the latest version, I encountered some hiccups during installation and fortunately all got resolved through Rasa forum and googling. In this article, I am going to guide you through the installation process step by step, and also include all the tricks leading towards running your first chatbot example on macOS.Problem 1: ImportError when running “rasa init” after successfully installed Rasa 3.0ImportError in sanic packageSolution: downgrade sanic to 21.9.3 via running “pip3 install sanic==21.9.3”. Credit to nik202 on Rasa community forum.Problem 2: Trying to i...

Deploying a Machine learning model as a Chatbot (Part 1) | by Abdulquadri Ayodeji Oshoare | Nov, 2021

7Nov

By Abdulquadri Ayodeji OshoareNo Comments

ai, ai bot, ai chat, ai chatbot, analytics-vidhya, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, chatbot-design, chatbots, conversation with ai, creating chatbots, google chat bots, robot chat, towards-data-science

Deploying a Machine learning model as a Chatbot (Part 1) | by Abdulquadri Ayodeji Oshoare | Nov, 2021

The Dataset we are going to use is the Loan prediction dataset. The loan prediction dataset is a unique dataset that contains 12 columns. The data was gathered to predict if a customer is eligible for a loan.The Dataset is publicly available on Kaggle and can be accessed using this link.Let's Start with the bottom-up approach and build a simple Machine learning model. For this project, we would not be concerned with achieving high accuracy on our models. We only need enough accuracy so that our chatbot can make decent predictions on the fly.Loading and Analyzing the DataWe start by importing the necessary libraries like Pandas, NumPy, Matplotlib, and seaborn. We then use pandas read_csv() to read the data.#import neccessary libraryimport pandas as pdimport numpy as npimport matplotlib.pypl...

Deploying a Machine learning model as a Chatbot (Part 2) | by Abdulquadri Ayodeji Oshoare | Nov, 2021

6Nov

By Abdulquadri Ayodeji OshoareNo Comments

ai, analytics-vidhya, best chatbot, chatbot, chatbot app, chatbot online, chatbot website, chatbot-development, chatbots, creating chatbots, robot chat, towards-data-science

Deploying a Machine learning model as a Chatbot (Part 2) | by Abdulquadri Ayodeji Oshoare | Nov, 2021

© https://palletsprojects.com/p/flask/Flask is a python web framework used to build a lightweight, scalable webhook service to communicate with our chatbot. When the chatbot gets input from the user, it communicates to the machine learning model using Flask to make a prediction.Before creating our Flask webhook, we need to create a virtual environment to install Flask and its dependencies.#Navigate to a folder on your computer cd abdulquadri/oshoare/desktop/loanbot#install the virtual environment pip install venv myflaskbot#myflaskbot is my virtual environment nameInstall the DependenciesUsing the requirement.txt file found on my Github page, install the dependencies.pip install -r requirement.txtCreate the app.py file#import required librariesimport numpy as npfrom flask import Flask, req...

Applications of Deep Learning in Speech Recognition for Kids | by SoapBox

28Aug

By SoapBoxNo Comments

ai bot, ai chat, ai chatbot, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, conversation with ai, creating chatbots, deep-learning, kids-and-tech, machine-learning, robot chat, speech-recognition, voice-technology

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...

Using Transfer Learning with Word Embeddings for Text Classification Tasks | by Manuel Gil | Jul, 2021

8Aug

By Manuel GilNo Comments

ai bot, ai chat, ai chatbot, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, conversation with ai, creating chatbots, robot chat, tensorflow, text-classification, transfer-learning, word-embeddings

Using Transfer Learning with Word Embeddings for Text Classification Tasks | by Manuel Gil | Jul, 2021

When we are working with computer vision tasks, there are some scenarios where the amount of data (images) is small or not enough to reach acceptable performance. In addition, dealing with image data and Convolutional Neural Networks (CNN) is expensive in terms of computational power.Due to the issues aforementioned, in most cases it is convenient to use a technique called Transfer Learning, which consists of using models trained with millions of images, to improve the performance during the training process. We can implement this technique with Natural Language Processing (NLP) tasks, but instead of using pre-trained CNN models, for text classification, we are going to use pre-trained Word Embeddings.When we have so little data available to learn an appropriate task-specific embedding of ...

Why Do You Need NLP and Machine Learning for Your Chatbot? | by Ashok Sharma | Jul, 2021

19Jul

By Ashok SharmaNo Comments

ai bot, ai chat, ai chatbot, best chatbot, bots, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, chatbots, chatbots-for-business, conversation with ai, creating chatbots, machine-learning, nlp, robot chat

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, ...

How Teachers Can Use Chatbots to Analyze a Student’s Learning Skills | by Stacey Wonder | Jun, 2021

25Jun

By Stacey WonderNo Comments

ai bot, ai chat, ai chatbot, best chatbot, chatbot, chatbot ai, chatbot app, chatbot messenger, chatbot online, chatbot website, conversation with ai, creating chatbots, facebook bot, facebook chatbot, facebook messenger bot, robot chat

How Teachers Can Use Chatbots to Analyze a Student’s Learning Skills | by Stacey Wonder | Jun, 2021

ResourceArtificial intelligence is getting a little smarter every day. Digital learning continues its expansion at all levels of education. Bots are designed to make our lives easier, more informative, and more interesting. Their machine learning capabilities make them a promising technology in education. The knowledge base of chatbots will only grow, and the bots themselves will be able to learn along with students.With the abundance of existing online services in the e-learning segment, chatbots can guide each student individually, according to their level and chosen pace of learning. It makes learning accessible to almost anyone with access to Wi-Fi. Compared to traditional learning, chatbots do not require significant resource costs, and can potentially help millions of students around...

Practical NLP for language learning | by Mateoiaswork | Feb, 2021

20Feb

By MateoiasworkNo Comments

ai bot, ai chat, ai chatbot, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, conversation with ai, creating chatbots, esl, google chat bots, language, linguistics, naturallanguageprocessing, robot chat, technology

Practical NLP for language learning | by Mateoiaswork | Feb, 2021

Using machine language models to help students identify proper nouns: Names, named entities, and the Wheel of Fortune CorpusEnglish Departments haven’t kept up with modern technology. Photo by Amir Tavas on UnsplashWhat is practical NLP?Machine learning and natural language processing have made incredible strides recently, but sometimes they seem a bit ….detached…. from the real world problems faced by low budget ESL teachers and language learners. So, I decided to do a series on practical NLP with a focus on language learning. In this first post I want to:introduce Named Entity Recognition (NER)provide a motivation for using NER to help language learnersshow how easy it is to use Spacy NER in practice.In future posts I will talk about more technical details such as deploying NER as an API...

I’m learning all the time — conversation-driven development in a chatbot for Erasmus students with Rasa framework | by Joanna Trojak | Feb, 2021

15Feb

By Joanna TrojakNo Comments

ai, ai bot, ai chat, ai chatbot, best chatbot, bots, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, chatbot-design, chatbot-development, chatbots, conversation with ai, creating chatbots, robot chat

I’m learning all the time — conversation-driven development in a chatbot for Erasmus students with Rasa framework | by Joanna Trojak | Feb, 2021

I am sure that some of you are familiar with Test Driven Development or Behaviour Driven Development. I remember both of them from my Software Engineering at FEUP. When I have started doing chatbots, I have discovered something else, conversation-driven development.According to the article entitled Conversation Driven Development found of Rasa blog:Conversation-driven development (CDD) is the process of listening to your users and using those insights to improve your AI assistant.The article states that the biggest problem for chatbot developer is anticipating user’s input. Instead of assuming what they are going to ask the chatbot we give them the opportunity to say what exactly do they want.The process of Conversation Driven Development is the following:ShareReviewAnnotateTestTrackFixBas...

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

2Feb

By Anurag MajiNo Comments

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

21Jan

By Michał KuźbaNo Comments

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...