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=> Array ( [0] => /apps/nobleprog-website/_index.php ) [function] => include_once ) ) NP URI: www.nobleprog.com.ve/en/cc/python_nltk?id=python_nltk-10638169-20200707 Undefined property: stdClass::$excluded_sites /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php:108 Array ( [0] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php [line] => 108 [function] => myErrorHandler [args] => Array ( [0] => 2 [1] => Undefined property: stdClass::$excluded_sites [2] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php [3] => 108 ) ) [1] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php [line] => 195 [function] => hrquery_outline_load_all [args] => Array ( [0] => datapyth [1] => hitrave [2] => Array ( [0] => en [1] => es ) ) ) [2] => Array ( [file] => 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[function] => include_once ) ) NP URI: www.nobleprog.com.ve/en/cc/python_nltk?id=python_nltk-10638169-20200707 Undefined property: stdClass::$excluded_sites /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php:108 Array ( [0] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php [line] => 108 [function] => myErrorHandler [args] => Array ( [0] => 2 [1] => Undefined property: stdClass::$excluded_sites [2] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php [3] => 108 ) ) [1] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php [line] => 195 [function] => hrquery_outline_load_all [args] => Array ( [0] => scipy [1] => hitrave [2] => Array ( [0] => en [1] => es ) ) ) [2] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/frontend/denorm.logic.php [line] => 43 [function] => 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/apps/nobleprog-website/__index.php [line] => 103 [args] => Array ( [0] => /apps/nobleprog-website/core/routes.php ) [function] => require_once ) [10] => Array ( [file] => /apps/nobleprog-website/_index.php [line] => 26 [args] => Array ( [0] => /apps/nobleprog-website/__index.php ) [function] => include_once ) [11] => Array ( [file] => /apps/hitra7/index.php [line] => 58 [args] => Array ( [0] => /apps/nobleprog-website/_index.php ) [function] => include_once ) ) NP URI: www.nobleprog.com.ve/en/cc/python_nltk?id=python_nltk-10638169-20200707 Undefined property: stdClass::$excluded_sites /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php:108 Array ( [0] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php [line] => 108 [function] => myErrorHandler [args] => Array ( [0] => 2 [1] => Undefined property: stdClass::$excluded_sites [2] => 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/apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/frontend/denorm.logic.php [line] => 63 [function] => _hrquery_get_outline_by_course_code [args] => Array ( [0] => pygame [1] => Array ( [0] => en [1] => es ) ) ) [5] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/frontend/denorm.logic.php [line] => 74 [function] => hrquery_get_outline_by_course_code [args] => Array ( [0] => Array ( [0] => datapyth [1] => modin [2] => pypandas [3] => dask [4] => farmstack [5] => fastapi [6] => scipy [7] => pygame [8] => flask [9] => flaskadvanced [10] => restflask [11] => tkinter [12] => kivy [13] => pyqt [14] => web2py ) [1] => Array ( [0] => en [1] => es ) ) ) [6] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/frontend/outlines.logic.php [line] => 209 [function] => hrquery_get_outlines_by_course_codes [args] => Array ( [0] => Array ( [0] => datapyth [1] => modin [2] => pypandas [3] => dask [4] => farmstack [5] => 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[function] => include_once ) ) NP URI: www.nobleprog.com.ve/en/cc/python_nltk?id=python_nltk-10638169-20200707 Undefined property: stdClass::$excluded_sites /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php:108 Array ( [0] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php [line] => 108 [function] => myErrorHandler [args] => Array ( [0] => 2 [1] => Undefined property: stdClass::$excluded_sites [2] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php [3] => 108 ) ) [1] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/common/outline.logic.php [line] => 195 [function] => hrquery_outline_load_all [args] => Array ( [0] => restflask [1] => hitrave [2] => Array ( [0] => en [1] => es ) ) ) [2] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/frontend/denorm.logic.php [line] => 43 [function] => 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[9] => flaskadvanced [10] => restflask [11] => tkinter [12] => kivy [13] => pyqt [14] => web2py ) [1] => Array ( [0] => en [1] => es ) ) ) [6] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/frontend/outlines.logic.php [line] => 209 [function] => hrquery_get_outlines_by_course_codes [args] => Array ( [0] => Array ( [0] => datapyth [1] => modin [2] => pypandas [3] => dask [4] => farmstack [5] => fastapi [6] => scipy [7] => pygame [8] => flask [9] => flaskadvanced [10] => restflask [11] => tkinter [12] => kivy [13] => pyqt [14] => web2py ) ) ) [7] => Array ( [file] => /apps/nobleprog-website/modules/course/course.php [line] => 25 [function] => hrquery_outline_get_related [args] => Array ( [0] => hitrave [1] => python_nltk ) ) [8] => Array ( [file] => /apps/nobleprog-website/core/routes.php [line] => 19 [function] => course_menu_callback [args] => Array ( [0] => /en/cc/python_nltk?id=python_nltk-10638169-20200707 ) ) [9] => Array ( [file] => 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flask [9] => flaskadvanced [10] => restflask [11] => tkinter [12] => kivy [13] => pyqt [14] => web2py ) [1] => Array ( [0] => en [1] => es ) ) ) [6] => Array ( [file] => /apps/hitra7/drupal7/sites/all/modules/_custom/common/hrquery/frontend/outlines.logic.php [line] => 209 [function] => hrquery_get_outlines_by_course_codes [args] => Array ( [0] => Array ( [0] => datapyth [1] => modin [2] => pypandas [3] => dask [4] => farmstack [5] => fastapi [6] => scipy [7] => pygame [8] => flask [9] => flaskadvanced [10] => restflask [11] => tkinter [12] => kivy [13] => pyqt [14] => web2py ) ) ) [7] => Array ( [file] => /apps/nobleprog-website/modules/course/course.php [line] => 25 [function] => hrquery_outline_get_related [args] => Array ( [0] => hitrave [1] => python_nltk ) ) [8] => Array ( [file] => /apps/nobleprog-website/core/routes.php [line] => 19 [function] => course_menu_callback [args] => Array ( [0] => /en/cc/python_nltk?id=python_nltk-10638169-20200707 ) ) [9] => Array ( [file] => /apps/nobleprog-website/__index.php [line] => 103 [args] => Array ( [0] => /apps/nobleprog-website/core/routes.php ) [function] => require_once ) [10] => Array ( [file] => /apps/nobleprog-website/_index.php [line] => 26 [args] => Array ( [0] => /apps/nobleprog-website/__index.php ) [function] => include_once ) [11] => Array ( [file] => /apps/hitra7/index.php [line] => 58 [args] => Array ( [0] => /apps/nobleprog-website/_index.php ) [function] => include_once ) ) Natural Language Processing (NLP) with Python Training Course

Course Outline

Overview of Python packages related to NLP

 

Introduction to NLP (examples in Python of course)

  1. Simple Text Manipulation
    1. Searching Text
    2. Counting Words
    3. Splitting Texts into Words
    4. Lexical dispersion
  2. Processing complex structures
    1. Representing text in Lists
    2. Indexing Lists
    3. Collocations
    4. Bigrams
    5. Frequency Distributions
    6. Conditionals with Words
    7. Comparing Words (startswith, endswith, islower, isalpha, etc...)
  3. Natural Language Understanding
    1. Word Sense Disambiguation
    2. Pronoun Resolution
  4. Machine translations (statistical, rule based, literal, etc...)
  5. Exercises

NLP in Python in examples

  1. Accessing Text Corpora and Lexical Resources
    1. Common sources for corpora
    2. Conditional Frequency Distributions
    3. Counting Words by Genre
    4. Creating own corpus
    5. Pronouncing Dictionary
    6. Shoebox and Toolbox Lexicons
    7. Senses and Synonyms
    8. Hierarchies
    9. Lexical Relations: Meronyms, Holonyms
    10. Semantic Similarity
  2. Processing Raw Text
    1. Priting
    2. Struncating
    3. Extracting parts of string
    4. Accessing individual charaters
    5. Searching, replacing, spliting, joining, indexing, etc...
    6. Using regular expressions
    7. Detecting word patterns
    8. Stemming
    9. Tokenization
    10. Normalization of text
    11. Word Segmentation (especially in Chinese)
  3. Categorizing and Tagging Words
    1. Tagged Corpora
    2. Tagged Tokens
    3. Part-of-Speech Tagset
    4. Python Dictionaries
    5. Words to Propertieis mapping
    6. Automatic Tagging
    7. Determining the Category of a Word (Morphological, Syntactic, Semantic)
  4. Text Classification (Machine Learning)
    1. Supervised Classification
    2. Sentence Segmentation
    3. Cross Validation
    4. Decision Trees
  5. Extracting Information from Text
    1. Chunking
    2. Chinking
    3. Tags vs Trees
  6. Analyzing Sentence Structure
    1. Context Free Grammar
    2. Parsers
  7. Building Feature Based Grammars
    1. Grammatical Features
    2. Processing Feature Structures
  8. Analyzing the Meaning of Sentences
    1. Semantics and Logic
    2. Propositional Logic
    3. First-Order Logic
    4. Discourse Semantics
  9.  Managing Linguistic Data 
    1. Data Formats (Lexicon vs Text)
    2. Metadata

Requirements

Basic Knowledge of Python

 28 Hours

Number of participants



Price per participant

Open Training Courses require 5+ participants.

Testimonials (1)

I did like the exercises.

Office for National Statistics
Course - Natural Language Processing with Python

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This instructor-led, live training in Venezuela (online or onsite) is aimed at developers who wish to use SciPy to create advanced scientific computing functions with Python.

By the end of this training, participants will be able to:

  • Set up the necessary development environment to start creating scientific computing functions.
  • Get the full benefit of SciPy features by performing practical examples of complex operations.
  • Implement and optimize mathematical algorithms and functions to solve scientific problems.
  • Design data structures and interpolation methods for visualization, processing, and analysis.
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Game Development with PyGame

7 Hours

This instructor-led, live training in Venezuela (online or onsite) is aimed at developers who wish to use PyGame to create and build games using Python programming.

By the end of this training, participants will be able to:

  • Set up the necessary development environment to start creating game applications with PyGame and Python.
  • Learn how to create interactive PyGame applications integrated with animations and multimedia features.
  • Run and test game programs with PyGame test suite and convert them into executable files.
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Web application development with Flask

14 Hours

This practical course is addressed to Python developers that want to create and maintain their first web applications. It is also addressed to people who are already familiar with other web frameworks such as Django or Web2py, and want to learn how using a microframework (i.e. a framework which glues together third-party libraries instead of providing a self-contained universal solution) changes the process.

A significant part of the course is devoted not to Flask itself (it's tiny), but to third-party libraries and tools often used in Flask projects.

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Advanced Flask

14 Hours

This instructor-led, live training in Venezuela (online or onsite) is aimed at developers who wish to use the advanced features of Flask to build scalable web applications on top of MongoDB.

By the end of this training, participants will be able to:

  • Set up the necessary development environment to start developing web applications with Flask.
  • Get to know the advanced concepts and techniques for real-world Flask projects.
  • Build a RESTful API server on top of MongoDB.
  • Learn how to containerize, test, and deploy microservices with Flask, Docker, and Amazon EC2.
  • Gain some insights on the advanced Flask integrations for scaling web applications.
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Build REST APIs with Python and Flask

14 Hours

This instructor-led, live training in Venezuela (online or onsite) is aimed at backend developers who wish to build REST APIs with Python and Flask.

By the end of this training, participants will be able to:

  • Implement a REST API to allow a Flask web application to read and write to a database in the backend.
  • Develop advanced authentication features like refresh tokens.
  • Build a reusable backend for future Python projects.
  • Simplify storage of data with SQLAlchemy.
  • Deploy REST APIs onto a cloud based server.
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GUI Programming with Python and Tkinter

14 Hours

This instructor-led, live training (onsite or remote) is aimed at web developers who wish to design, develop, and deploy a GUI with Tkinter.

By the end of this training, participants will be able to:

  • Use geography managers to lay out the GUI.
  • Organize widgets inside of frames.
  • Build a GUI application with Python Tkinter.
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Kivy: Building Android Apps with Python

7 Hours

Kivy is an open-source cross-platform graphical user interface library written in Python, which allows multi-touch application development for a wide selection of devices.

In this instructor-led, live training participants will learn how to install and deploy Kivy on different platforms, customize and manipulate widgets, schedule, trigger and respond to events, modify graphics with multi-touching, resize the screen, package apps for Android, and more.

By the end of this training, participants will be able to

  • Relate the Python code and the Kivy language.
  • Have a solid understanding of how Kivy works and makes use of its most important elements such as, widgets, events, properties, graphics, etc.
  • Seamlessly develop and deploy Android apps based on different business and design requirements.

Format of the course

  • Part lecture, part discussion, exercises and heavy hands-on practice
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GUI Programming with Python and PyQt

21 Hours

This instructor-led, live training in Venezuela (online or onsite) is aimed at persons who wish to program a visually attractive software application using Python and the Qt UI framework.

By the end of this training, participants will be able to:

  • Set up a development environment that includes all needed libraries, packages and frameworks.
  • Create a desktop or server application whose user interface functions smoothly and is visually appealing.
  • Implement various UI elements and effects, including widgets, charts, layers, etc. to achieve maximum effect in usability.
  • Implement good UI design and code organization during the design and development phase.
  • Test and debug the application.
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Web Development with Web2Py

28 Hours

Web2py is a python based free open source full-stack framework for rapid development of fast, scalable, secure and portable database-driven web-based applications.

Audience

This course is directed at Engineers and Developers using web2py as a framework for web development

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Related Categories

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Natural Language Processing (NLP)
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Python
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NLTK