Foundational learning
Tokenization and text analysis
Explore a text preparation pipeline using tokenization, normalization and cleaning. Work through progressively more varied examples and inspect what each step changes.
Learning through examples
Practical NLP topics for developers in Canada
Applied analysis
Sentiment and classification
Study how labelled examples and embeddings support sentiment classification. Evaluate performance on text similar to the intended application, including Canadian English or French where relevant.
Application architecture
Chatbots and conversational systems
Explore the path from a user message to a response. Consider intent recognition, conversation state, context and fallback behaviour as parts of one application.
Conceptual foundations
Language model foundations
Understand word representations, Transformers and adapting pretrained models. Use project documentation to check implementation details and dependencies for your chosen tools.
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