Instructional Video9:05
Curated Video

Recommender Systems with Machine Learning - KNN Implementation-1

Higher Ed
This video explains how to implement KNN.
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This clip is from the chapter "Machine Learning for Recommender System" of the series "Recommender Systems with Machine Learning".This section focuses on the use of machine learning...
Instructional Video3:31
Curated Video

Recommender Systems with Machine Learning - Geographic Filtering

Higher Ed
This video helps you with geographic filtering.
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This clip is from the chapter "Machine Learning for Recommender System" of the series "Recommender Systems with Machine Learning".This section focuses on the use of machine...
Instructional Video16:55
Curated Video

Recommender Systems with Machine Learning - Collaborative Filtering Using KNN

Higher Ed
This video helps you with collaborative filtering using KNN.
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This clip is from the chapter "Machine Learning for Recommender System" of the series "Recommender Systems with Machine Learning".This section focuses on the use of...
Instructional Video7:28
Curated Video

Recommender Systems with Machine Learning - Age Distribution for Users

Higher Ed
This video helps you find the age distribution for users from the dataset.
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This clip is from the chapter "Machine Learning for Recommender System" of the series "Recommender Systems with Machine Learning".This section focuses...
Instructional Video13:01
Curated Video

Recommender Systems with Machine Learning - Item-Based Filtering Data Preparation

Higher Ed
This video explains and demonstrates item-based filtering data preparation.
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This clip is from the chapter "Machine Learning for Recommender System" of the series "Recommender Systems with Machine Learning".This section...
Instructional Video8:46
Curated Video

Recommender Systems with Machine Learning - Making Recommendations

Higher Ed
This video helps you with making recommendations.
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This clip is from the chapter "Machine Learning for Recommender System" of the series "Recommender Systems with Machine Learning".This section focuses on the use of machine...
Instructional Video9:21
Curated Video

Recommender Systems with Machine Learning - Recommendation Engine

Higher Ed
This video talks about the recommendation engine in detail.
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This clip is from the chapter "Machine Learning for Recommender System" of the series "Recommender Systems with Machine Learning".This section focuses on the use of...
Instructional Video10:53
Curated Video

Recommender Systems with Machine Learning - tf-idf (Term Frequency-Inverse Document Frequency) Matrix

Higher Ed
This video is about the tf-idf (Term Frequency-Inverse Document Frequency) matrix.
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This clip is from the chapter "Machine Learning for Recommender System" of the series "Recommender Systems with Machine Learning".This section...
Instructional Video12:27
Curated Video

Recommender Systems with Machine Learning - Exploring Genres in Content-Based Filtering

Higher Ed
This video helps you explore the genres in content-based filtering.
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This clip is from the chapter "Machine Learning for Recommender System" of the series "Recommender Systems with Machine Learning".This section focuses on the...
Instructional Video3:01
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Tokenizer

Higher Ed
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.
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This clip is from the chapter "Advanced Chatbots with Deep Learning and...
Instructional Video3:50
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Max Story and Question Length

Higher Ed
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.
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This clip is from the chapter "Advanced Chatbots with Deep Learning and...
Instructional Video5:11
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Develop Vocabulary

Higher Ed
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.
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This clip is from the chapter "Advanced Chatbots with Deep Learning and Python" of...
Instructional Video9:08
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Bot Finishing

Higher Ed
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.
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This clip is from the chapter "Basics of Chatbots with...
Instructional Video10:14
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Generate Response

Higher Ed
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.
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This clip is from the chapter "Basics of Chatbots with Machine Learning...
Instructional Video3:56
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Greeting Function

Higher Ed
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.
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This clip is from the chapter "Basics of Chatbots with Machine...
Instructional Video6:43
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Lemmatization and Processed Text

Higher Ed
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.
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This clip is from the chapter "Basics of Chatbots with...
Instructional Video1:41
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Tokenization

Higher Ed
In this lesson, we will perform two types of tokenization, sentence tokenization and word tokenization, using the NLTK library.
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This clip is from the chapter "Basics of Chatbots with Machine Learning and Python" of the series...
Instructional Video5:11
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Project: Conversational Chatbot Development with Machine Learning: Getting the Data

Higher Ed
In this video, we will look at using the request library to seek out the webpage from which we want the information. In our case, we have chosen the web page or artificial intelligence.
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This clip is from the chapter "Basics...
Instructional Video8:11
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Machine Learning-Based Chatbots: Developing Results

Higher Ed
We will now test the chatbot for response generation and verify that the chatbot is working perfectly. We will assess the results based on the data input and the response.
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This clip is from the chapter "Basics of Chatbots...
Instructional Video3:29
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Machine Learning-Based Chatbots: Wiki Search

Higher Ed
In this video, you will learn how to search Wikipedia. We will define a function to input data and obtain a response from the Wikipedia_data input we created.
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This clip is from the chapter "Basics of Chatbots with Machine...
Instructional Video9:35
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Machine Learning-Based Chatbots: Response Generation

Higher Ed
In this video, we will define a generateResponse() function and define the expected user response from the chatbot.
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This clip is from the chapter "Basics of Chatbots with Machine Learning and Python" of the series "Chatbots...
Instructional Video3:42
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Machine Learning-Based Chatbots: Chatbot Greets

Higher Ed
After creating the word tokens, removing the tags, and lemmatizing the words, we will make the chatbot's welcome responses or welcome inputs.
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This clip is from the chapter "Basics of Chatbots with Machine Learning and Python"...
Instructional Video9:24
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Machine Learning-Based Chatbots: Remove Tags and Lemmatize

Higher Ed
In this video, we will look at removing tags or symbols that we do not want to use in our word token development process. We will then lemmatize the word token using the tag map lemmatizer.
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This clip is from the chapter...
Instructional Video6:36
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Machine Learning-Based Chatbots: Word Tokens and Remove ASCII

Higher Ed
In this video, you will learn to add word tokens using the normalize function and develop the word token. We are going to use the NLTK.word_tokenize function.
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This clip is from the chapter "Basics of Chatbots with Machine...