AI Programming with Python

Nanodegree Programme

Duration 3 Months

Certificate TP Certificate

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

Limits of functions
Gradient descent
Backpropagation
Integrals
Derivatives
Implicit differentiation
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,

CLICK HERE

Course Contact

knowitgetit@tp.edu.sg
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.

CHECK OUT OTHER COURSES

VIEW THE FULL COURSE LISTING