NLP - Building your own chatbots
"AI at your service: Build Your Personal Chatbot Companion using NLP"
Updated on Nov, 2023
Language - English
Duration -2.5 hours
Discover the world of chatbot development with NLP! Join our course to learn the fundamentals of NLP and its role in creating chatbots. Gain hands-on experience building chatbots using popular NLP libraries like NLTK. Explore different types of chatbots, including rule-based, retrieval-based, and generative models. Understand how chatbots are evaluated and their practical applications in customer service, information provision, and task automation.
In this course, you'll cover:
- Fundamentals of Chatbots
- Types of Chatbots - Rule-based and AI-based
- Fundamentals of NLP
- NLP Techniques - Stemming, Lemmatization, Bag of Words, TF-IDF, Cosine Similarity
- Implementation of Rule-based Chatbots
- Implementation of NLP Wordnet
- Implementation of NLP-incorporated Chatbots
- Implementation of Dynamic Web Surfing Chatbots
- Building a Rule-based Chatbot
- Building an NLP-based Chatbot
- Building a Dynamic Web Surfing Chatbot
Join us and gain the skills to create intelligent chatbots using NLP techniques!
What will you learn in this course:
The goals of this course are:
- Understand the fundamentals of chatbots and their different types, including rule-based and AI-based chatbots.
- Gain a solid understanding of Natural Language Processing (NLP) and its techniques, such as stemming, lemmatization, Bag of Words, TF-IDF, and Cosine Similarity.
- Acquire practical experience by implementing rule-based chatbots and incorporating NLP Wordnet.
- Learn to create chatbots that leverage NLP techniques for enhanced language understanding and response generation.
- Explore the implementation of NLP-incorporated chatbots, allowing for more intelligent and context-aware conversations.
- Develop skills in building dynamic web surfing chatbots, enabling them to interact with and retrieve information from the web.
- Engage in hands-on projects to build a rule-based chatbot, an NLP-based chatbot, and a dynamic web surfing chatbot.
- Gain insights into the evaluation process for chatbots and understand how to assess their performance.
By the end of this course, you will have the knowledge and practical skills to design, develop, and evaluate chatbots using NLP techniques, opening up opportunities to create intelligent conversational agents for various applications.
What are the prerequisites for this course?
- No Prerequisites, but a little knowledge in Python would help
Check out the detailed breakdown of what’s inside the course
- Introduction 02:21 02:21
- Basics of Chatbots and conversation 06:12 06:12
Concepts, Types and Modes of Chatbots
Concepts of Natural Language Processing and its Toolkit
Steps in developing a NLP Chatbot
Project - Implementation of an NLP based Chatbot
Dynamic Web Surfing Bots
Sujithkumar M A
Languages - C, C++, Python, Verilog, System Verilog
Hardware - Digital Logic Design, Computer Architecture, VLSI Design, Analog Electronics, Signal Processing, Embedded Systems
Software - Data Structures & Algorithms, Operating Systems, Database Management Systems, Computer Networks, Machine Learning, Deep Learning.
Tools - Xilinx Vivado, Matlab, Multisim, Altium, Arduino IDE, TinkerCAD, Tanner EDA, Cadence Virtuoso
Boards - Arduino, 8051, TIVA, Raspberry Pi, NodeMCU
Areas of Interest - Artificial Intelligence, Digital Design, Software Engineering, Algorithms
User your certification to make a career change or to advance in your current career. Salaries are among the highest in the world.
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