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AINS6004 Natural Language Processing
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AINS6004: Natural Language Processing
Syllabus: AINS6004 Natural Language Processing
Module 1 Overview
Module 1 Book Prose
Module 1 Assignment: Text preprocessing and linguistic signals
Module 1: Text preprocessing and linguistic signals
Module 1 Narration
Module 1 Instructor Notes
Module 1 Rubric
Module 1 Lab: Text preprocessing and linguistic signals
Module 2 Overview
Module 2 Book Prose
Module 2 Assignment: Embeddings and semantic similarity
Module 2: Embeddings and semantic similarity
Module 2 Narration
Module 2 Instructor Notes
Module 2 Rubric
Module 2 Lab: Embeddings and semantic similarity
Module 3 Overview
Module 3 Book Prose
Module 3 Assignment: Language modeling foundations
Module 3: Language modeling foundations
Module 3 Narration
Module 3 Instructor Notes
Module 3 Rubric
Module 3 Lab: Language modeling foundations
Module 4 Overview
Module 4 Book Prose
Module 4 Assignment: Transformers for NLP tasks
Module 4: Transformers for NLP tasks
Module 4 Narration
Module 4 Instructor Notes
Module 4 Rubric
Module 4 Lab: Transformers for NLP tasks
Module 5 Overview
Module 5 Book Prose
Module 5 Assignment: Retrieval-augmented generation
Module 5: Retrieval-augmented generation
Module 5 Narration
Module 5 Instructor Notes
Module 5 Rubric
Module 5 Lab: Retrieval-augmented generation
Module 6 Overview
Module 6 Book Prose
Module 6 Assignment: Conversation design and tool use
Module 6: Conversation design and tool use
Module 6 Narration
Module 6 Instructor Notes
Module 6 Rubric
Module 6 Lab: Conversation design and tool use
Module 7 Overview
Module 7 Book Prose
Module 7 Assignment: Evaluation for NLP systems
Module 7: Evaluation for NLP systems
Module 7 Narration
Module 7 Instructor Notes
Module 7 Rubric
Module 7 Lab: Evaluation for NLP systems
Module 8 Overview
Module 8 Book Prose
Module 8 Assignment: NLP system deployment review
Module 8: NLP system deployment review
Module 8 Narration
Module 8 Instructor Notes
Module 8 Rubric
Module 8 Lab: NLP system deployment review
Index