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  • 1
    Online Resource
    Online Resource
    [Place of publication not identified] : Manning Publications
    Language: English
    Pages: 1 online resource (1 video file (48 min.)) , sound, color.
    Edition: [First edition].
    DDC: 006.35
    Keywords: Python (Computer program language) ; Natural language processing (Computer science) ; Neural networks (Computer science) ; Instructional films ; Nonfiction films ; Internet videos
    Abstract: In this video, Hobson Lane uses nessvectors to measure the hotness and coolness of names and words.
    Note: Online resource; title from title details screen (O'Reilly, viewed March 22, 2022)
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  • 2
    Online Resource
    Online Resource
    [Place of publication not identified] : Manning Publications
    Language: English
    Pages: 1 online resource (1 video file (42 min.)) , sound, color.
    Edition: [First edition].
    DDC: 006.3/5
    Keywords: Natural language processing (Computer science) ; Computers ; Artificial intelligence ; Natural Language Processing ; Computers ; Artificial Intelligence ; Traitement automatique des langues naturelles ; Ordinateurs ; Intelligence artificielle ; computers ; artificial intelligence ; Instructional films ; Nonfiction films ; Internet videos ; Films de formation ; Films autres que de fiction ; Vidéos sur Internet ; Webcast
    Abstract: The authors of the book "Natural Language Processing in Action, Second Edition'' work on some nessvec word embeddings for intent recognition and try to fix a bug in 'qary's' intent recognition logic. Also, they have built "therapy" skills for the `qary` virtual assistant (chatbot), which are based on the book "The Feeling Good Handbook" by David Burns.
    Note: Online resource; title from title details screen (O'Reilly, viewed April 26, 2022)
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  • 3
    Online Resource
    Online Resource
    [Place of publication not identified] : Manning Publications
    Language: English
    Pages: 1 online resource (1 video file (41 min.)) , sound, color.
    Edition: [First edition].
    DDC: 006.3/5
    Keywords: Natural language processing (Computer science) ; Machine learning ; Natural Language Processing ; Traitement automatique des langues naturelles ; Apprentissage automatique ; Instructional films ; Nonfiction films ; Internet videos ; Films de formation ; Films autres que de fiction ; Vidéos sur Internet ; Webcast
    Abstract: Hobson and his colleagues try to figure out how to train word embeddings from scratch using the WikiText2 dataset in PyTorch. The WikiText2 dataset contains redacted words, but they were unable to find the "labels" that reveal the words masked with the symbol ``. If you try to use the `Wikipedia` package to retrieve Wikipedia pages directly, you may hit the `suggest` bug. There are more than 100 unanswered issues on the project, and the maintainer has pushed any changes for many years. The Tangible AI fork on GitLab fixes this search suggestion bug so we could easily crawl Wikipedia. Unfortunately, the Wikipedia-API package is not very useful for searching and crawling Wikipedia to retrieve text.
    Note: Online resource; title from title details screen (O'Reilly, viewed April 26, 2022)
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  • 4
    Online Resource
    Online Resource
    [Place of publication not identified] : Manning Publications
    Language: English
    Pages: 1 online resource (1 video file (44 min.)) , sound, color.
    Edition: [First edition].
    DDC: 006.3/5
    Keywords: Natural language processing (Computer science) ; Natural Language Processing ; Traitement automatique des langues naturelles ; Instructional films ; Nonfiction films ; Internet videos ; Films de formation ; Films autres que de fiction ; Vidéos sur Internet ; Webcast
    Abstract: The authors of the "Natural Language Processing in Action, Second Edition" book added some utilities to the nessvec package to handle large file downloads. They demonstrated how the `download_if_necessary` checks to see if you've already downloaded a file before streaming it down from the Internet. It also lets you load datasets into a ram with a key or name, rather than having to remember the full path or URL or even filename.
    Note: Online resource; title from title details screen (O'Reilly, viewed April 12, 2022)
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  • 5
    Online Resource
    Online Resource
    [Place of publication not identified] : Manning Publications
    Language: English
    Pages: 1 online resource (1 video file (45 min.)) , sound, color.
    Edition: [First edition].
    DDC: 006.3/5
    Keywords: Text processing (Computer science) ; Natural language processing (Computer science) ; Artificial intelligence ; Instructional films ; Nonfiction films ; Internet videos
    Abstract: Explore the sentence_transformers package for loading a RoBERTa sentence encoder, which gives much better one-word summaries for long sentences, such as this one that you are reading right now ;).
    Note: Online resource; title from title details screen (O'Reilly, viewed May 10, 2022)
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  • 6
    Online Resource
    Online Resource
    [Place of publication not identified] : Manning Publications
    Language: English
    Pages: 1 online resource (1 video file (1 hr., 40 min.)) , sound, color.
    Edition: [First edition].
    DDC: 006.3/5
    Keywords: Natural language processing (Computer science) ; Instructional films ; Nonfiction films ; Internet videos
    Abstract: Explore how to move words from inflammatory to less inflammatory with word vectors.
    Note: Online resource; title from title details screen (O'Reilly, viewed September 27, 2022)
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  • 7
    Online Resource
    Online Resource
    [Place of publication not identified] : Manning Publications
    Language: English
    Pages: 1 online resource (1 video file (36 min.)) , sound, color.
    Edition: [First edition].
    DDC: 006.35
    Keywords: Natural language processing (Computer science) ; Neural networks (Computer science) ; Natural Language Processing ; Neural Networks, Computer ; Traitement automatique des langues naturelles ; Réseaux neuronaux (Informatique) ; Instructional films ; Nonfiction films ; Internet videos ; Films de formation ; Films autres que de fiction ; Vidéos sur Internet ; Webcast
    Abstract: Hobson updated Geoff's Chapter 12 PyTorch examples for training an encoder-decoder to translate between English and German or maybe even Ukrainian. Torchtext version 0.9 deprecated the `Field` and `Bucket` classes. These have been replaced by the `DataLoader` class built into pytorch directly. We no longer need customized abstractions to build torch natural language training sets!.
    Note: Online resource; title from title details screen (O'Reilly, viewed April 26, 2022)
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  • 8
    Online Resource
    Online Resource
    [Place of publication not identified] : Manning Publications
    Language: English
    Pages: 1 online resource (1 video file (1 hr., 11 min.)) , sound, color.
    Edition: [First edition].
    DDC: 006.3/5
    Keywords: Python (Computer program language) ; Natural language processing (Computer science) ; Computer programming ; Instructional films ; Nonfiction films ; Internet videos
    Abstract: Start creating a rule-based dialog engine or state machine from scratch.
    Note: Online resource; title from title details screen (O'Reilly, viewed May 10, 2022)
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  • 9
    Online Resource
    Online Resource
    [Place of publication not identified] : Manning Publications
    Language: English
    Pages: 1 online resource (1 video file (49 min.)) , sound, color.
    Edition: [First edition].
    DDC: 006.3/5
    Keywords: Natural language processing (Computer science) ; Machine learning ; Natural Language Processing ; Traitement automatique des langues naturelles ; Apprentissage automatique ; Instructional films ; Nonfiction films ; Internet videos ; Films de formation ; Films autres que de fiction ; Vidéos sur Internet ; Webcast
    Abstract: In this video, Hobson shows how to index high dimensional vectors like word embeddings using a new approximate nearest neighbor algorithm by Leland McInnes. Along the way you can see how to explore an unfamiliar Python package like PyNNDescent without ever having to leave the keyboard (tab-completion, `help()`, `?` operator) And you will see how to use `SpaCy` language models to retrieve all sorts of NLU tags for words, including word vectors.
    Note: Online resource; title from title details screen (O'Reilly, viewed April 26, 2022)
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  • 10
    Online Resource
    Online Resource
    [Place of publication not identified] : Manning Publications
    Language: English
    Pages: 1 online resource (1 video file (55 min.)) , sound, color.
    Edition: [First edition].
    DDC: 006.3/12
    Keywords: Data mining ; Information retrieval ; Data Mining ; Information Storage and Retrieval ; Exploration de données (Informatique) ; Recherche de l'information ; information retrieval ; Instructional films ; Nonfiction films ; Internet videos ; Films de formation ; Films autres que de fiction ; Vidéos sur Internet ; Webcast
    Abstract: In this video Hobson shows how to download wikipedia article text to create a large corpora of grammatically correct sentences to train a text generation model on.
    Note: Online resource; title from title details screen (O'Reilly, viewed April 26, 2022)
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