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Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Tokenizer
You will learn to import the tokenizer with and without filters. We will fit the tokenizer into our vocabulary using the fit_on_texts built-in command. This clip is from the chapter "Advanced Chatbots with Deep Learning and Python" of...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Max Story and Question Length
In this video, you will learn to define the project's story length and question length, determined by the number of words in the story or question. This clip is from the chapter "Advanced Chatbots with Deep Learning and Python" of the...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Develop Vocabulary
In this video, you will learn to combine the datasets, test data, and train data; we will use the all_data function to combine the datasets. This clip is from the chapter "Advanced Chatbots with Deep Learning and Python" of the series...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Data Preparation
We will use the two datasets available for our project, the training QA and the testing QA. We will save them in our project folder and invoke them as needed. This clip is from the chapter "Advanced Chatbots with Deep Learning and...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Importing Libraries
This video demonstrates how to import step by step the four main libraries required for our project, including TensorFlow NumPy, Keras, and Pickle, and you will learn about importing Sequential and Model. This clip is from the chapter...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Project Overview and Packages
After theoretically learning about chatbots, we will now develop a chatbot practically by importing the requisite libraries, TensorFlow NumPy, Keras, and Pickle. We will build a chatbot based on a story and make predictions of true or...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Steps Involved
In this lesson, you will learn about the various steps involved in developing chatbots based on deep learning techniques. We will install the required packages, define chat models and tokenization, and set up the encoder-decoder model....
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Encoder Decoder
In this video, we will understand what encoder and decoder are, their architecture, and long short-term memory (LSTM), a neural network used in deep learning. This clip is from the chapter "Advanced Chatbots with Deep Learning and...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Deep Learning Architecture
This video elaborates on the deep learning architecture in chatbots, integration of deep learning with chatbots, natural language processing (NLP), source content, interaction history, and analytics. This clip is from the chapter...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Module Introduction
In this video, you will learn more about deep learning and the general architecture, chatbot development with deep learning, and its related concepts. This clip is from the chapter "Advanced Chatbots with Deep Learning and Python" of the...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Fundamentals of Chatbots for Deep Learning: Chatbots in Ecommerce
Let's understand the benefits of chatbots in eCommerce, including personalized services, real-time interaction, collection of feedback, provide metrics, lead generation, deep analytics, and storytelling. This clip is from the chapter...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Fundamentals of Chatbots for Deep Learning: Chatbots in Business
In this video, we will understand the benefits of chatbots in businesses, including lead qualification, lead nurturing, and data mining techniques. This clip is from the chapter "Advanced Chatbots with Deep Learning and Python" of the...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Fundamentals of Chatbots for Deep Learning: Chatbots in the Medical Domain
We will explore the first kind of chatbot operating in the medical domain. We will look at the benefits, including the ability to schedule appointments, check patient symptoms, provide support, help with coverage and insurance claims,...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Fundamentals of Chatbots for Deep Learning: Benefits of Deep Learning Chatbots
In this video, we will look at what deep-learning chatbots are and how they work. We will also understand the benefits of deep learning chatbots, including improved customer experience, service integration, customer care, personalized...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Fundamentals of Chatbots for Deep Learning: Generative Versus Retrieval Chatbots
In this lecture, you will learn about a generative and retrieval chatbot and compare the differences between the two chatbots. This clip is from the chapter "Advanced Chatbots with Deep Learning and Python" of the series "Chatbots for...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Fundamentals of Chatbots for Deep Learning: Conventional Versus AI Chatbots
In this video, we will understand conventional and artificial intelligence-based chatbots and understand the differences between the two kinds. This clip is from the chapter "Advanced Chatbots with Deep Learning and Python" of the series...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Fundamentals of Chatbots for Deep Learning: Module Introduction
This introduction video elaborates on the concepts to be covered in this module, including comparing chatbots, the conventional versus AI chatbots, use of chatbots in various fields of applications. This clip is from the chapter...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Testing the Bot
After finishing the bot and making it send responses, we will perform the final step: check the chatbot for the accuracy of the responses and verify that the tasks are performed correctly. This clip is from the chapter "Basics of...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Bot Finishing
After setting all elements of the chatbot, we will complete the bot by inputting queries and data and receiving responses from the chatbot based on the question placed. This clip is from the chapter "Basics of Chatbots with Machine...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Generate Response
We will import two libraries, tfidf, and cosine_similarity, and then use the TF-IDF vectorizer to generate chatbot responses based on the query input. This clip is from the chapter "Basics of Chatbots with Machine Learning and Python" of...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Greeting Function
After setting everything up, we will now look at creating a few greeting inputs and a few greeting responses for the conversational chatbot to respond with. This clip is from the chapter "Basics of Chatbots with Machine Learning and...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Lemmatization and Processed Text
In this video, we will look at the project's next step, the lemmatization process, using the WordNet lemmatizer and the NLTK library for the conversational chatbot. This clip is from the chapter "Basics of Chatbots with Machine Learning...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Tokenization
In this lesson, we will perform two types of tokenization, sentence tokenization and word tokenization, using the NLTK library. This clip is from the chapter "Basics of Chatbots with Machine Learning and Python" of the series "Chatbots...
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Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Elimination
After collecting all data, you will learn to eliminate the text we do not want to use in the chatbot project through an elimination process. This clip is from the chapter "Basics of Chatbots with Machine Learning and Python" of the...