NLP

Text processing, sentiment analysis, and language models

2 chapters 7 lessons 72 min total

Text Processing

3 lessons · 26 min
FREE
Tokenization
Breaking text into tokens
8 min FREE
Stemming and Lemmatization
Reducing words to base forms
8 min
TF-IDF and Bag of Words
Text vectorization methods
10 min

NLP Models

4 lessons · 46 min
5 credits
Word Embeddings
Word2Vec, GloVe, FastText
12 min FREE
Sequence Models
RNNs and attention for text
12 min
BERT and GPT
Pre-trained language models
12 min
Sentiment Analysis
Classifying text sentiment
10 min