Cleaning Malay and mixed language text, tokenization, TF-IDF, embeddings, sentiment analysis, and fine-tuning multilingual BERT.
IntermediateAbout 7 hours7 lessons
What you will learn
Cleaning Malay and mixed-language text
Tokenization
Bag of words and TF-IDF
Word embeddings, visualized
Sentiment analysis
Fine-tuning multilingual BERT
Curriculum
1
Text basics
3 lessonsFree preview
Cleaning Malay and mixed-language textPreview8m
TokenizationPreview7m
Bag of words and TF-IDFPreview9m
2
Embeddings and models
3 lessons
Word embeddings, visualized9m
Sentiment analysis9m
Fine-tuning multilingual BERT11m
3
Hands-on checkpoint
1 lessons
Checkpoint: build a Malay and English sentiment classifier20m
Hands-on checkpoint
Every course ends with a Colab task you complete yourself. Our Gemini-assisted review gives feedback and points you to what to fix, it coaches you, it does not do it for you.