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Data Science and Artificial Intelligence: Natural Language Processing

Title Data Science and Artificial Intelligence: Natural Language Processing
Course code CM613-09-2022-C
Objective

"Natural Language Processing" (NLP) focuses on how computers understand natural language. Search Engines, News Recommendations and Language Translation applications are all Artificial Intelligence products with Natural Language Processing technology as the core. CPTTM specially designed this course to popularize the application of Artificial Intelligence technologies in Natural Language Processing.

Main content including:

  • Introduction of the core concepts, basics and application scenarios of Deep Learning and Natural Language Processing
  • Practice Natural Language Processing with the Deep Learning framework TensorFlow
Content
  • Introduction to NLP, Machine Learning
  • Introduction to Neural Network, Deep Learning
  • TensorFlow Framework and Syntax
  • Word Vectors and Embedding
  • Language Model and Recurrent Neural Network (RNN)
  • Neural Machine Translation & Sequence to Sequence Model
  • Attention Model and Transformers
  • Online resources and Transfer Learning
Assessment At least 80% attendance and complete all in-class exercises and assessments.
Target audience Anyone who is interested in learning Artificial Intelligence, Machine Learning, TensorFlow or Natural Language Processing
Prerequisite Familiar with the Python programming language or have completed course CM540;
It will be better better if you have machine learning foundation or have completed the course CM546;
Basic math and statistics knowledge;
Can read English materials;
Please check the self-assessment.
Class size 18
Instructor CPTTM Appointed Instructor
Handout All training material provided by CPTTM
Instruction language Cantonese (supplemented with English)
Handout language Handouts in English
Duration 24 hours in 8 sessions
Schedule 14:00-17:00, from Sep 25, 2022 to Nov 20, 2022 every Sunday, excluding Oct 2, 2022(Sunday).
Fee MOP2,700
Venue Cyber-Lab (Rua Comandante Mata Oliveira, Ed. Associacao Industrial, 3-andar Macau)
Certificate Certificate of Completion issued by CPTTM (with at least 80% attendance and passed the assessment)
PDAC code Approved Course under the SAR Government "Continuing Education Development Program", Code: 2204200221-0
Remark If you interested in Computer Vision, please take a look at course CM614 Data Science and Artificial Intelligence: Computer Vision
Enroll Online
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