SMUBIA
SMU Business Intelligence & Analytics Club

SMU's home for
data analytics

Build your foundation through our beginner-friendly curriculum and flagship AI/ML programmes.

Join us →See our projects
SMUBIA Data Associate Programme cohort
Members presenting at an AI Lodge demo day
An AI Lodge team hanging out
What We Do

Across data, machine learning & AI

Whether you're a complete beginner or a data buff, we've got something for you.

What we do

  1. An intensive cohort for students who want to build a stronger foundation in AI and machine learning through guided learning and project work.

    Explore →
Data Associate Programme
A Data Associate Programme member presenting their project

An intensive cohort for students who want to build a stronger foundation in AI and machine learning through guided learning and project work.

Explore →
AI Lodge
AI Lodge builders working together

Explore applied AI in a small group through hands-on learning and a personal project.

Explore →
Curriculum
Members at a hands-on data workshop

Explore SQL, Python, data analysis, and visualisation through our structured hands-on workshops.

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Project Showcase

Our members' creations

Explore what DAP and AI Lodge members have built.

See all projects →
Singing Scorer
DAP

Singing Scorer

An ML model trained to evaluate singing performances using objective criteria like pitch accuracy and vocal stability — because human judgment is subjective.

Enhance AI
AI Lodge

Enhance AI

An AI-powered photo playground where users can blend faces, imagine a future child, and transform themselves with playful character-inspired effects.

CaloTracko
AI Lodge

CaloTracko

An AI-powered calorie-tracking Telegram bot — log a meal by snapping a photo or typing a description.

Storie
AI Lodge

Storie

An AI storybook generator that turns a prompt into a fully illustrated, personalised story in minutes.

Tarot Card Interpreter
AI Lodge

Tarot Card Interpreter

An interactive tarot experience that turns a question and three selected tarot cards into a playful, personalised AI-generated reading.

AlphaZero Checkers
DAP

AlphaZero Checkers

A checkers AI trained through reinforcement learning and self-play, combining a residual neural network with Monte Carlo Tree Search to choose its moves.

Colour Season Analysis
DAP

Colour Season Analysis

A Computer Vision tool that analyses a facial photo, predicts one of four seasonal colour types, and extracts the dominant colours from the user’s skin, eyes, and lips.

Singing Scorer
DAP

Singing Scorer

An ML model trained to evaluate singing performances using objective criteria like pitch accuracy and vocal stability — because human judgment is subjective.

Enhance AI
AI Lodge

Enhance AI

An AI-powered photo playground where users can blend faces, imagine a future child, and transform themselves with playful character-inspired effects.

CaloTracko
AI Lodge

CaloTracko

An AI-powered calorie-tracking Telegram bot — log a meal by snapping a photo or typing a description.

Storie
AI Lodge

Storie

An AI storybook generator that turns a prompt into a fully illustrated, personalised story in minutes.

Tarot Card Interpreter
AI Lodge

Tarot Card Interpreter

An interactive tarot experience that turns a question and three selected tarot cards into a playful, personalised AI-generated reading.

AlphaZero Checkers
DAP

AlphaZero Checkers

A checkers AI trained through reinforcement learning and self-play, combining a residual neural network with Monte Carlo Tree Search to choose its moves.

Colour Season Analysis
DAP

Colour Season Analysis

A Computer Vision tool that analyses a facial photo, predicts one of four seasonal colour types, and extracts the dominant colours from the user’s skin, eyes, and lips.

Singing Scorer
DAP

Singing Scorer

An ML model trained to evaluate singing performances using objective criteria like pitch accuracy and vocal stability — because human judgment is subjective.

Enhance AI
AI Lodge

Enhance AI

An AI-powered photo playground where users can blend faces, imagine a future child, and transform themselves with playful character-inspired effects.

CaloTracko
AI Lodge

CaloTracko

An AI-powered calorie-tracking Telegram bot — log a meal by snapping a photo or typing a description.

Storie
AI Lodge

Storie

An AI storybook generator that turns a prompt into a fully illustrated, personalised story in minutes.

Tarot Card Interpreter
AI Lodge

Tarot Card Interpreter

An interactive tarot experience that turns a question and three selected tarot cards into a playful, personalised AI-generated reading.

AlphaZero Checkers
DAP

AlphaZero Checkers

A checkers AI trained through reinforcement learning and self-play, combining a residual neural network with Monte Carlo Tree Search to choose its moves.

Colour Season Analysis
DAP

Colour Season Analysis

A Computer Vision tool that analyses a facial photo, predicts one of four seasonal colour types, and extracts the dominant colours from the user’s skin, eyes, and lips.

Alumni

Beyond SMU

Our alumni have gone on to careers across technology, finance, and other industries.

“Hands-on data science experience, and a vibrant community of professionals and industry experts.”
Jowett

Jowett

Cloud Native Architect

“DAP is a wonderful chance to get your hands dirty with data and ML, guided by industry experts and seniors.”
Gigi Teo

Gigi Teo

ML Quant

“The perfect blend of theory and practice — applying data science to real-world problems.”
Aryan Khera

Aryan Khera

Assurance Associate

Interested in data and AI?

Join BIA →