Sunday, January 23Digital Marketing Journals

Tag: Machine

Deploying a Machine learning model as a Chatbot (Part 1) | by Abdulquadri Ayodeji Oshoare | Nov, 2021
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.p...
Deploying a Machine learning model as a Chatbot (Part 2) | by Abdulquadri Ayodeji Oshoare | Nov, 2021
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, ...
Why Do You Need NLP and Machine Learning for Your Chatbot? | by Ashok Sharma | Jul, 2021
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 additio...
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 o...
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 ...