Training Compendium CE

Training goals dlearning

code: CCE-LNPN

During NLP in a Nutshell workshop we explain how to deal with most topics related to NLP. In the first part we explain some basic methods to handle strings and documents. Different representations are presented and explained. Spacy Data Model is explained, and we deeply use Spacy for tokenization and intent recognition. Part of the workshop is to build a NLP pipeline. We use some libraries for sentiment analysis and build our own solution. We show how to deal with German and French languages using some commonly known tools.

Outcomes

Participants will understand…

  • main concepts of Natural Language Processing,
  • benefits of using Python and Scala for NLP application,
  • how to use Natural Language Understanding.

Participants will be able to…

  • parse and tokenize documents using commonly used tools in Python,
  • use decision trees to do a sentiment analysis in Python,
  • build a NLP pipeline, use Scala and Spark for analysis,
  • build a spam classifier using NLTK,
  • create a custom annotator for a fintech,
  • how to use other language than English in NLP

Conspect Show list

  1. String and Document Processing<
    • Advanced regular expression used for text extraction and generation in Python.
    • Understanding Spacy workflow
    • Tokenize using Spacy and NLTK
    • Build a tokenizer with Spark and Scala
  2. Text and Vector Representation
    • Understanding One-hot and Term-frequency Representation
    • Word Vectors
  3. Text Classification<
    • Intent recognition using Spacy
    • Using scikit for text classification
  4. Annotators
    • Named Entities Annotators
    • Build custom annotators
  5. Sentiment Analysis
    • Stanford sentiment analysis tool used for social media texts
    • Build a sentiment analysis method with scikit
  6. Pipelines
    • Build a NLP pipeline with Kafka, Spark and Spacy
  7. Languages
    • Grammar models and dependencies. Tagging with Spacy
    • Other language than English.
  8. Summary and final notes
    • Comparing of available tools and usage
Download conspect training as PDF

Additional information

Requirements

Basic Python and Scala knowledge,

Difficulty level
Duration 2 days
Certificate

The participants will obtain certificates signed by Compendium CE.

Trainer

Certified Compendium CE Trainer.

Other training Compendium CE | Web Design and Programming

Training thematically related

Programming

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400 EUR

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FORM OF TRAINING ?

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Traditional training

Sessions organised at Compendium CE are usually held in our locations in Kraków and Warsaw, but also in venues designated by the client. The group participating in training meets at a specific place and specific time with a coach and actively participates in laboratory sessions.

Dlearning training

You may participate from at any place in the world. It is sufficient to have a computer (or, actually a tablet, or smartphone) connected to the Internet. Compendium CE provides each Distance Learning training participant with adequate software enabling connection to the Data Center. For more information, please visit dlearning.eu site

TRAINING MATERIALS ?

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Paper materials

Traditional Materials: The price includes standard materials issued in the form of paper books, printed or other, depending on the arrangements with the manufacturer.

Electronic materials

Electronic Materials: These are electronic training materials that are available to you based on your specific application: Skillpipe, eVantage, etc., or as PDF documents.

Ctab materials

Ctab materials: the price includes ctab tablet and electronic training materials or traditional training materials and supplies provided electronically according to manufacturer's specifications (in PDF or EPUB form). The materials provided are adapted for display on ctab tablets. For more information, check out the ctab website.

 

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