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Basics of Chatbots with Machine Learning & Python

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AI Sciences,AI Sciences Team,Shahzaib Hamid

3:01:38

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  • 1. Course and Instructor Introduction.mp4
    01:36
  • 2. AI Sciences Introduction.mp4
    01:05
  • 3. Course Description.mp4
    01:34
  • 4. ML Based Chatbots.mp4
    01:31
  • 5. Conversational Chatbots.mp4
    01:07
  • 6. Links for the Courses Materials and Codes.html
  • 1. Links for the Courses Materials and Codes.html
  • 2. Module Overview.mp4
    03:59
  • 3. History of Chatbots.mp4
    02:18
  • 4. Applications of Chatbots.mp4
    04:01
  • 5. Chatbots vs Virtual Assistants vs Personal Assistants.mp4
    03:16
  • 6. Benifits of Chatbots.mp4
    04:58
  • 7. Why Should Companies Pick Chatbots.mp4
    02:27
  • 8. Chatbot Types.mp4
    01:19
  • 9. Rule Based Chatbots.mp4
    02:45
  • 10. Self Learning Chatbots.mp4
    02:34
  • 11. Mechanism of Chatbots.mp4
    04:24
  • 12. Challenges of Chatbots.mp4
    04:05
  • 13. Quiz.mp4
    01:37
  • 14. Quiz Solution.mp4
    01:16
  • 1. Links for the Courses Materials and Codes.html
  • 2. Module Introduction.mp4
    03:36
  • 3. Module Overview.mp4
    03:04
  • 4. Architecture of ML Chatbots.mp4
    04:08
  • 5. ML Enabled Features.mp4
    05:02
  • 6. Revolution with ML.mp4
    03:48
  • 7. NLTK Features.mp4
    06:24
  • 8. Rule Based Chatbots.mp4
    01:25
  • 9. Package Installation.mp4
    07:54
  • 10. Data Input.mp4
    04:35
  • 11. Word Tokens and Remove ASCII.mp4
    06:33
  • 12. Remove Tags and Lemmatize.mp4
    09:20
  • 13. Chatbot Greets.mp4
    03:39
  • 14. Response Generation.mp4
    09:31
  • 15. Wiki Search.mp4
    03:26
  • 16. Developing Results.mp4
    08:08
  • 17. Local Search and Wikipidea Search.mp4
    04:28
  • 1. Links for the Courses Materials and Codes.html
  • 2. Module Introduction.mp4
    03:13
  • 3. Project Overview and Packages.mp4
    04:27
  • 4. Getting the Data.mp4
    05:08
  • 5. Elimination.mp4
    02:35
  • 6. Tokenization.mp4
    01:38
  • 7. Lemmatization and Processed Text.mp4
    06:42
  • 8. Greeting Function.mp4
    03:55
  • 9. Generate Response.mp4
    10:10
  • 10. Bot Finishing.mp4
    09:05
  • 11. Testing the Bot.mp4
    02:32
  • 12. Thank you!.mp4
    01:20
  • Description


    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
    • • And much more…

    Who is this for?


  • • 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
  • • People who want to implement machine learning algorithms for chatbots
  • • Individuals who are passionate about rule based and conversational chatbots
  • • Machine Learning Practitioners
  • • Research Scholars
  • • Data Scientists
  • More details


    Description

    Comprehensive Course 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!

    Why Should You Enroll in This Course?

    The course is crafted to help you understand not only the role and impact of chatbots industry in real world applications but it provides a very unique hands on experience on developing complete chatbots for your customized dataset by using various projects. This straightforward learning by doing course will help you in mastering the concepts and methodology with regards to Python.

    This course is:

    · Easy to understand.

    · Expressive and self-explanatory

    · To the point

    · Practical with live coding

    · A complete package with three in depth projects covering complete course contents

    · Thorough, covering the most advanced and recently discovered machine learning models by renowned data scientists and AI practitioners

    Teaching Is Our Passion:

    We focus on creating online tutorials that encourage learning by doing. We aim to provide you with more than a superficial look at practical approach towards developing chatbots using machine learning. For instance, this course has one project in the final module which will help you to see for yourself via experimentation the practical implementation of machine learning with data analysis on the real-world datasets. We have worked extra hard to ensure you understand the concepts clearly. We want you to have a sound understanding of the basics before you move onward to the more complex concepts. The course materials that make certain you accomplish all this include high-quality video content, course notes, meaningful course materials, handouts, and evaluation exercises. You can also get in touch with our friendly team in case of any queries.


    Course Content:

    We'll teach you how to program with Python, how to use machine learning concepts to develop chatbots! Here are just a few of the topics that we will be learning:

    1. Course Overview

    2. Overview of Chatbots

    â–ª Brief overview of Chatbots

    â–ª Need of Chatbots

    â–ª Types of Chatbots

    â–ª Rule based vs Self Learning Chatbots

    â–ª Working Mechanism of Chatbots

    3. Machine Learning Based Chatbot

    â–ª Machine Learning Based Architecture of Chatbots

    â–ª Purpose of Machine Learning Based Chatbots

    â–ª Rule of Machine Learning Over Chatbots Industry

    â–ª Impact and Overview of Natural Language Toolkit

    â–ª Rule based Chatbot using NLTK

    â–ª Packages Installation

    â–ª Creating Corpus with Python

    â–ª Text Preprocessing and Helper Function Deployment

    â–ª Generating Responses

    â–ª Implementation of term-frequency times inverse document-frequency

    â–ª Training and Testing of Rule Based Chatbot

    4. Project 1: Developing an Artificial Intelligence Question-Answering Chatbot using NLTK

    Enroll in the course and become a chatbots expert today!


    After completing this course successfully, you will be able to:

    · Relate the concepts and theories for chatbots in various domains

    · Understand and implement machine learning models for building real world chatbots

    · Understand evaluate the machine learning models

    Who this course is for:

    · 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

    · People who want to implement machine learning algorithms for chatbots

    · Individuals who are passionate about rule based and conversational chatbots

    · Machine Learning Practitioners

    · Research Scholars

    · Data Scientists

    Who this course is for:

    • • 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
    • • People who want to implement machine learning algorithms for chatbots
    • • Individuals who are passionate about rule based and conversational chatbots
    • • Machine Learning Practitioners
    • • Research Scholars
    • • Data Scientists

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    We are a group of experts, PhDs and Practitioners of Artificial Intelligence, Computer Science, Machine Learning, and Statistics. Some of us work in big companies like Amazon, Google, Facebook, Microsoft, KPMG, BCG, and IBM.We decided to produce a series of courses mainly dedicated to beginners and newcomers on the techniques and methods of Machine Learning, Statistics, Artificial Intelligence, and Data Science. Initially, our objective was to help only those who wish to understand these techniques more easily and to be able to start without too much theory and without a long reading. Today we also publish a more complete course on some topics for a wider audience.Our courses have had phenomenal success. Our Courses have helped more than 100,000 students to master AI and Data Science.
    AI Sciences Team
    AI Sciences Team
    Instructor's Courses
    We are a group of experts, PhDs and Practitioners of Artificial Intelligence, Computer Science, Machine Learning, and Statistics. Some of us work in big companies like Amazon, Google, Facebook, Microsoft, KPMG, BCG, and IBM.We decided to produce a series of courses mainly dedicated to beginners and newcomers on the techniques and methods of Machine Learning, Statistics, Artificial Intelligence, and Data Science. Initially, our objective was to help only those who wish to understand these techniques more easily and to be able to start without too much theory and without a long reading. Today we also publish a more complete course on some topics for a wider audience.Our courses have had phenomenal success. Our Courses have helped more than 100,000 students to master AI and Data Science.
    Shahzaib Hamid
    Shahzaib Hamid
    Instructor's Courses
    I have more than 10 years experience of working with Academia and Industry as well. Currently, I develop multiple online courses for students trying to break into the field of Data Analytics, Data Science and AI. Other than that, I work as a  Consultant with clients on trending topics and Problems related to these fields.
    Students take courses primarily to improve job-related skills.Some courses generate credit toward technical certification. Udemy has made a special effort to attract corporate trainers seeking to create coursework for employees of their company.
    • language english
    • Training sessions 45
    • duration 3:01:38
    • Release Date 2022/12/18