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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 ...

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...

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 ...

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...

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...

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, ...

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...