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Course Overview

The AI Programming with Python Nanodegree programme makes it easy to learn the in-demand skills employers are looking for. You’ll learn foundational AI programming tools (Python, NumPy, PyTorch) and the essential math skills (linear algebra and calculus) that will enable you to start building your own AI applications in just three months.

 

This programme focuses on the fundamental building blocks you will need to learn in order to become an AI practitioner. Specifically, you will learn programming skills, and essential math for building an AI architecture. You’ll even dive into neural networks and deep learning.

Who Should Attend

Professionals seeking a career in AI as Junior Web Developer, Junior Python Developer

What You'll Learn

1. Python for AI Programmers

  • Python data types
  • Control flow
  • Python operators
  • Python exception handling
  • Lambda expressions
  • Code debugging
  • Python function definition
  • List comprehension
  • Generators
  • Variable scope
  • Iterators
  • Built-in Python functions
  • Pip
  • File i/o
  • User input handling
  • Python data structures
  • Loops
  • Docstrings
  • Python scripting

 

2. Linear Algebra Essentials

  • NumPy
  • matplotlib
  • Vector visualization
  • Systems of linear equations
  • Linear algebra
  • Matrix multiplication

 

3. Calculus Essentials

  1. Limits of functions
  2. Gradient descent
  3. Backpropagation
  4. Integrals
  5. Derivatives
  6. Implicit differentiation
  7. Chain rule application

 

4. Create Your Own Image Classifier

  • Training neural networks
  • Backpropagation
  • PyTorch
  • AI algorithms in Python
  • Gradient descent
 

 

Assessment

 

Projects completion

 

 

Certification

 

Successful graduates of this programme can apply to the Specialist Diploma in AI Solution Development and be eligible for one module exemption.  You can read more about Micro-Credential HERE.


For more information on course fee / schedule, or to apply,

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Course Contact

  • 67881212
  • Monday - Thursday: 8:30am - 6:00pm
    Friday: 8:30am - 5:30pm
     
    Closed during lunchtime, 12:00pm - 1:00pm
    and on weekends and public holidays.

  • https://www.tp.edu.sg/knowitgetit
  • Temasek SkillsFuture Academy (TSA)

    Temasek Polytechnic

    East Wing Block 1A, Level 3, Unit 109

    21 Tampines Avenue 1,

    Singapore 529757

  • Temasek Polytechnic reserves the right to alter the course, modify the scale of fee, amend any other information or cancel course with low enrolment.