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[NP-SGAI-21] Deep Learning for Natural Language Processing - Part of Post Diploma Certificate in Deep Learning and Applied Generative AI (SDGAI)

Offered by School of InfoComm Technology

Specialist Diploma

About Course
Course Schedule
Course Structure
Entry Requirements
Financial Matters
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Area of interest
Artificial Intelligence, Technology

About Course

Course Objectives

This module covers the basics of Deep Learning (DL) techniques that are specifically designed for processing and analyzing textual data, as well as its various applications. Learners will gain a fundamental understanding of Deep Learning, a subset of Machine Learning, and explore popular Deep Learning models such as Neural Networks, Natural Language Processing (NLP), and Recurrent Neural Networks (RNN). Through hands-on experience, learners will have opportunities to apply these models in natural-language processing. They will also implement and train the Deep Learning models by coding with associated libraries. The course aims to provide learners with the necessary context and background knowledge of DL to succeed in this field.

Course Description

Deep Learning for Natural Language Processing - Part of Post Diploma Certificate in Deep Learning and Applied Generative AI (SDGAI) is a 37.5 hrs module. In this module, you will:
1. Understand the basics of Deep Learning (DL) for textual data.
2. Explore popular DL models like Neural Networks, NLP, and RNN.
3. Gain hands-on experience applying DL models in natural language processing.
4. Implement and train DL models using coding libraries.

Course 
Schedule

  1. Registration Period 01 Jun 2025 - 31 Jul 2025
  2. Course Date 20 Oct 2025 - 31 Mar 2026
  3. Venue NGEE ANN POLYTECHNIC
  4. Mode of Training Classroom
  5. Schedule Info Ngee Ann Polytechnic reserves the right to reschedule / cancel any programme, modify the fees and amend information without prior notice.
Classes Day: Every Mon or Thurs
Time: 6pm to 10.30pm
Mode of training: Classroom, Synchronous eLearning

Recommended that learners have prior knowledge of Python programming before enrolling in other modules. If learners do not have a background in Python programming, they are encouraged to take Programming for Analytics first.

Course Structure

TPG course reference No.

TGS-2023038931

Deep Learning for Natural Language Processing - Part of Post Diploma Certificate in Deep Learning and Applied Generative AI (SDGAI)
Deep Learning for Natural Language Processing (NP-0621DLNLP)
This module covers the basics of Deep Learning (DL) techniques that are specifically designed for processing and analyzing textual data, as well as its various applications. Learners will gain a fundamental understanding of Deep Learning, a subset of Machine Learning, and explore popular Deep Learning models such as Neural Networks, Natural Language Processing (NLP), and Recurrent Neural Networks (RNN). Through hands-on experience, learners will have opportunities to apply these models in natural-language processing. They will also implement and train the Deep Learning models by coding with associated libraries. The course aims to provide learners with the necessary context and background knowledge of DL to succeed in this field.

Entry Requirements

Condition 1

Highest qualification

Polytechnic Diploma
or

Condition 2

Highest qualification

Bachelor's Or Equivalent
or

Condition 3

Working experience

Full-time; Duration: 1 year

Financial matters

Course fees payable (incl. GST & excl. supplementary fee)

Description Deep Learning for Natural Language Processing - Part of Post Diploma Certificate in Deep Learning and Applied Generative AI (SDGAI) Total course fee
Full Course fee $1,242.60 $1,242.60
PR Sponsored by SME $144.78 $144.78
Singapore Citizen Sponsored by SME $144.78 $144.78
Singapore Citizen Aged 40 & Above $144.78 $144.78
Long-Term Visit Pass Plus $372.78 $372.78
Singapore PR $372.78 $372.78
Singapore Citizen Aged Below 40 $372.78 $372.78

GST rate

The course fees payable above are inclusive of 9% GST rate.

Payment option

The first payment needs to be made after accepting the offer.

Allowed payment by

The course fee allows to be paid by:
Post-Secondary Education Account (Adhoc withdrawal form);
SkillsFuture Credits (SFC);
Credit card (e-payment);
Debit card (e-payment);
PayNow (e-payment).

Important note: All course fees are determined based on prevailing funding policies and subject to review and revision annually.

Nett Supplementary Fees Payable

  • GPA Insurance Fee S$2.11,subject to GST,fees payable S$2.30 Allow payment by Post-Secondary Education Account (Adhoc withdrawal form); Allow payment by Post-Secondary Education Account (Standing order form)
  • Other Fees S$7.43,subject to GST,fees payable S$8.10 Allow payment by Post-Secondary Education Account (Adhoc withdrawal form); Allow payment by Post-Secondary Education Account (Standing order form)

Refund and withdrawal policy

  • Please note that a 100% refund will be available if the withdrawal request is submitted more than or equal to 14 days before the course start date.
  • Please note that a 50% refund will be available if the withdrawal request is submitted less than 14 days before the course start date.
  • Please note that no refund will be available if the withdrawal request is submitted on or after the course start date.