Table of contents

Basics

• Getting started
  • Introduction
  • Installation
  • Three ways to run code
  • Environment management
• Basics I
  • Values
  • Variables
  • Functions
  • Methods
  • Exercise 1
• Basics II
  • Start with strings
  • Lists
  • Conditional statements
  • Loops
  • Exercise 2
• Basics III
  • Tuples
  • Dictionaries
  • More about functions
  • Classes
  • Working with files
  • Exercise 3

Text pre-processing

• Tokenization
• Lemmatization
• Frequency calculation
• Exercise
• Applying the workflow to another language
• Troubleshooting

Vector semantics

• Count-based models and SVD
• Pretrained Word2Vec embeddings
• GloVe embeddings

POS tagging, Dependency parsing

• English POS tagging
• English POS tagging exercise
• English dependency parsing
• CoNLL-U format
• English dependency parsing exercise
• Packages beyond spaCy

Measuring syntactic/grammatical complexity

• Introduction
• L2SCA
• LxGrTgr
• Exercise