Chatbot Development With Machine Learning

[mitsumi]

Published 11/2022
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz
Language: English | Size: 876.17 MB | Duration: 2h 22m

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

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