Chatbot Development With Machine Learning

Conversational Chatbots Development with Machine Learning

What you'll learn

Learn the about basics of chatbots

Learn about the need of chatbots

Learn about fundamentals of the types of chatbots specially with respect to rule based and self-learning chatbots

Learn the basic machine learning architecture for the chatbots

Learn the impact of machine learning technology on chatbots industry

Learn the impact and overview of Natural Language Toolkit (NLTK)

Learn the text preprocessing and helper function development with python

Learn the hands-on practice on text generation with python for chatbot development

Learn the hands-on Implementation of term-frequency times inverse document-frequency

Learn about the testing and training of chatbot with machine learning

Requirements

No prior knowledge of Chatbots, Machine Learning, Data Analysis or Mathematics is needed. We will start from the basics and gradually build your knowledge in the subject

A willingness to learn and practice

Only basic Python is required

Description

Have you ever wanted to build a simple, easy and efficient chatbot for your business?Do you need an efficient instructor for your education?Are you inspired from Iron Man, and need a Jarvis for you official assistance?If yes! Then this is the course you are looking for.You might have searched for many relevant courses, but this course is different!This course is a complete package for beginners to learn the basics of chatbots with machine learning, its applications and building it from scratch by using machine learning with python. Every module has engaging content covering necessary theoretical concepts with a complete practical approach used along with brief theoretical concepts. At the end of every module, we assign you a quiz, the solution to the quizzes is also available in the next video.We will be starting with the theoretical concepts of chatbots, after providing you with the basic knowledge of chatbots. You will be able to learn about the important fundamental concepts of chatbots which are the basic building blocks of it.This complete package will enable you to learn the basics to advance mechanism of developing chatbots by using machine learning with python. We’ll be using Python as a programming language in this course, which is the hottest language nowadays if we talk about machine learning. Python will be taught from elementary level up to an advanced level so that any machine learning concept can be implemented.This comprehensive course will be your guide to learning how to use the power of Python to evaluate your chatbots datasets based on conversational notes, online resources, and websites. Moreover, a practical approach will be adopted to build machine learning oriented conversational chatbots where hands on experience will be developed.We’ll learn all the basic and necessary concepts for developing chatbots along with the machine learning models. Moreover, one hands-on projects have been included in this course to develop a very useful experience for yourselves.Machine learning has been ranked as one of the hottest jobs on Glassdoor, and the average salary of a machine learning engineer is over $110,000 in the United States, according to Indeed! Machine Learning is a rewarding career that allows you to solve some of the world's most interesting problems!This course is designed for both beginners with some programming experience and those who know nothing about Data Analysis, ML and Python.This comprehensive course is comparable to other Chatbots Development with Machine Learning courses that usually cost hundreds of dollars, but now you can learn all that information at a fraction of the cost in only one course! With over 3 hours of HD video lectures that are divided into many videos and detailed code notebooks for every address, this is one of the most comprehensive courses for Chatbots Development with Machine Learning on Udemy!

Overview

Section 1: Course Overview

Lecture 1 Who is Your Instructor

Lecture 2 AI Studio - Overview

Lecture 3 Course Description

Lecture 4 Machine Learning Outline

Lecture 5 Project Outline

Section 2: Fundamentals of Chabots

Lecture 6 Module Overview

Lecture 7 History of Chatbots

Lecture 8 Applications of Chatbots

Lecture 9 Benifits of Adopting Chatbots

Lecture 10 Chatbots in Industry

Lecture 11 Rule Based Industry

Lecture 12 Self Learning Chatbots

Lecture 13 Information Flow Architecture

Lecture 14 Infromation Flow Process

Lecture 15 Information Flow Challenges

Section 3: Intelligent Chatbot Development

Lecture 16 Module Overview

Lecture 17 Architecture of Intelligent Chatbots

Lecture 18 Features of Intelligent Chatbots

Lecture 19 Impacted Industries from Chatbots

Lecture 20 NLP Features

Lecture 21 Tokenization

Lecture 22 Filtering Words

Lecture 23 Stemming and Lemmatize

Lecture 24 Chunking vs Chinking

Lecture 25 Name Entity Recognition

Section 4: Project: Conversational Chatbot Development

Lecture 26 Project Overview

Lecture 27 Libraries Overview

Lecture 28 Request and Beautiful Soap

Lecture 29 Getting Complete Text

Lecture 30 Substitution

Lecture 31 Words and Sentences

Lecture 32 Lemmitizer

Lecture 33 Processed Text

Lecture 34 Generating Function

Lecture 35 Generating Responce

Lecture 36 Testing :Conversation with Bot

People who want to advance their skills in applied machine learning,People who want to master relation of data analysis with machine learning,People who want to build customized chatbots for their applications,Machine Learning Practitioners