Advanced Certificate in Applied Artificial Intelligence (AI) Programming Module 7: Building AI User Interface using Gradio and Streamlit

Analytics & Tech
Artificial Intelligence
Innovation & Business Improvement

Next Intake: 16 Jun 2025 (Mon)

Basic
SkillsFuture
Short Courses
This module is part of Advanced Certificate in Applied Artificial Intelligence (AI) Programming

Next course starts on

16 Jun 2025 (Mon) See Full Schedule

Fee

SGD2,180* (as low as SGD254 after maximum funding) Learn More

Duration

2 Full Days (Weekdays)

Level

Basic

Who Should Attend

AI Developers and Engineers
Data Scientists and Machine Learning Practitioners
Web Developers and UI/UX Designers
Entrepreneurs and Product Managers
AI Enthusiasts

PREREQUISITES

Basic programming experience using Python
Knowledge of NumPy and Pandas (covered in Module 2)
Recommended to have knowledge of Machine Learning (covered in Module 3)
Recommended to have knowledge of Deep Learning (covered in Module 4)
Recommended to have knowledge of AI applications development (covered in Module 5)

Overview

Unlock the power of intuitive and interactive artificial intelligence (AI) user interfaces (UIs) in this 2-day module on Gradio and Streamlit. Over the duration of the module, participants will embark on a hands-on journey to master the art of building AI-powered applications with seamless user experiences.

Gradio and Streamlit are two leading Python frameworks that empower developers to create elegant and user-friendly interfaces for machine learning and deep learning models. In this module, participants will learn to harness the capabilities of these frameworks to design and deploy AI applications with ease.

Through a combination of guided tutorials, practical demonstrations, and interactive exercises, participants will gain proficiency in creating customisable UI components, integrating models with user inputs, and deploying applications for real-world use. Whether you are a seasoned developer or new to the world of AI interfaces, this module provides an invaluable opportunity to elevate your skills and revolutionise your approach to building AI-driven solutions.

Learning Objectives

At the end of the 2-day module, participants will be able to:

Learn to design intuitive and visually appealing artificial intelligence (AI) user interfaces (UIs) using Gradio and Streamlit, incorporating various input and output components to enhance user interaction and experience
Gain proficiency in integrating machine learning models, including pre-trained models or custom-trained models, into Gradio and Streamlit applications, enabling seamless execution and deployment of AI functionalities
Explore the customisation options available in Gradio and Streamlit to tailor UI components such as sliders, dropdown menus, and text inputs, ensuring flexibility and adaptability to different use cases and user preferences
Learn to deploy AI-powered web applications developed with Gradio and Streamlit to production environments, leveraging cloud platforms or server hosting services for accessibility and scalability
Explore advanced features and techniques offered by Gradio and Streamlit, such as real-time updates, state management, and sharing options, to enhance the functionality and usability of AI applications

Assessment

As part of the requirement for SkillsFuture Singapore, there will be an assessment conducted at the end of the course. The mode of assessment, which is up to the trainer’s discretion, may be an online quiz, a presentation or based on classroom exercises.

Participants are required to attain a minimum of 75% attendance and pass the associated assessment in order to receive a digital Certificate of Completion issued by Singapore Management University.

Calculate Programme Fee

Fee Table

COMPANY-SPONSORED

PARTICIPANT PROFILE

SELF-SPONSORED

SME

NON-SME

Singapore Citizen < 40 years old

Permanent Resident

LTVP+

$654

(After SSG Funding 70%)

$254

(After SSG Funding 70%
+ ETSS Funding 20%)

$654

(After SSG Funding 70%)

Singapore Citizen ≥ 40 years old

$254

(After SSG Funding 70%
+ MCES Funding 20%)

$254

(After SSG Funding 70%
+ ETSS Funding 20%)

$254

(After SSG Funding 70%
+ MCES Funding 20%)

International Participant

$2,180

(No Funding)

$2,180

(No Funding)

$2,180

(No Funding)

All prices include 9% GST

Please note that the programme fees are subject to change without prior notice.

Post Secondary Education Account (PSEA)
PSEA can be utilised for subsidised programmes eligible for SkillsFuture Credit support. Click here to find out more.

Self Sponsored

SkillsFuture Credit: Singapore Citizens aged 25 and above may use their SkillsFuture Credits to pay for the course fees. The credits may be used on top of existing course fee funding.

This is only applicable to self-sponsored participants. Application to utilise SkillsFuture Credits can be submitted when making payment for the course via the SMU Academy TMS Portal, and can only be made within 60 days of course start date.

Please click here for more information on the SkillsFuture Credit. For help in submitting an SFC claim, you may wish to refer to our step-by-step guide on claiming SkillsFuture Credits (Individual).
Workfare Skills Support Scheme: From 1 July 2023, the Workfare Skills Support (WSS) scheme has been enhanced. Please click here for more details.

Company Sponsored

Enhanced Training Support for SMEs (ETSS)

Organisation must be registered or incorporated in Singapore
Employment size of not more than 200 or with annual sales turnover of not more than $100 million
Trainees must be hired in accordance with the Employment Act and fully sponsored by their employers for the course
Trainees must be Singapore Citizens or Singapore Permanent Residents
Trainees must not be a full-time national serviceman
Trainees are eligible for ETSS funding only if their company's SME status is approved prior to the course commencement date. To verify your SME's status, please click here.

Please click here for more information on ETSS.

Absentee Payroll