SMU Business Intelligence & Analytics Club

SMU's home for
data analytics

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

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.

Explore →
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.

F1 Qualifying Predictor
DAP

F1 Qualifying Predictor

An XGBoost model that uses Formula 1 free-practice statistics to predict where a driver may qualify on the grid.

Distracted Driver Detection
DAP

Distracted Driver Detection

A computer vision model that detects distracted drivers and classifies their behaviour into one of ten distraction categories.

Pitch Perfect
AI Lodge

Pitch Perfect

An AI presentation and interview coach that scores both delivery and content against a customisable rubric, tracking posture and gaze privately in the browser.

Learning Companion
AI Lodge

Learning Companion

An AI learning app that lets students grow a topic tree around their interests and turn each topic into a source-backed visual lesson with an understanding check.

ScamSense
AI Lodge

ScamSense

A browser game where players question AI-voiced scam rings in real time, learning to spot organised scams by asking the right questions before real scammers find them.

HiddenInk
AI Lodge

HiddenInk

A resume security tool that detects hidden prompt injections aimed at AI screeners and gives recruiters a clean, human-visible version to review.

Squirrel
AI Lodge

Squirrel

An AI-powered perk tracker that finds vouchers, card credits and memberships in your inbox and reminds you before they expire.

Fitinerary
AI Lodge

Fitinerary

A trip planner that chooses your hotel and day-by-day itinerary together, comparing hotels by true cost, with AI for language and code for every number.

SG Wardrobe
AI Lodge

SG Wardrobe

An AI personal stylist for Singapore that plans outfits around live weather and checks how online clothes will fit your measurements before you buy.

Dishcovery
AI Lodge

Dishcovery

A dish finder for people managing high blood pressure, diabetes or kidney disease that checks food near SMU against their personal nutrient limits.

MemeMe
AI Lodge

MemeMe

An AI sticker maker that turns a photo of you, a friend or your pet into a captioned die-cut meme sticker, with safety checks built in from the start.

Meme-it
AI Lodge

Meme-it

An AI meme and sticker generator that turns your own photos into captioned memes and downloadable sticker packs.

EquityLens AI
AI Lodge

EquityLens AI

An investment research workspace that combines Python-calculated financials and valuations with AI research agents, keeping assumptions and evidence visible.

Syllabuddy
AI Lodge

Syllabuddy

An AI study planner that reads your syllabi, verifies every deadline against the source text and builds one week-by-week plan that flags crunch weeks.

TouchGrass
AI Lodge

TouchGrass

A friendly group challenge to spend less time on social media, with AI screen-time checks, offline activity ideas and a personal diary.

Leash
AI Lodge

Leash

A proxy that gives every AI agent a budget it can't overspend and a tamper-evident record it can't fake, without ever handing the agent the real API key.

Origin
AI Lodge

Origin

A prototype that helps private bankers estimate prospects' equity, run compliant research and draft a first outreach email, with a human reviewing every step.

Handful
AI Lodge

Handful

A free ASL learning app with short lessons, practice games and an in-browser camera check that gives feedback on your fingerspelling.

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.

F1 Qualifying Predictor
DAP

F1 Qualifying Predictor

An XGBoost model that uses Formula 1 free-practice statistics to predict where a driver may qualify on the grid.

Distracted Driver Detection
DAP

Distracted Driver Detection

A computer vision model that detects distracted drivers and classifies their behaviour into one of ten distraction categories.

Pitch Perfect
AI Lodge

Pitch Perfect

An AI presentation and interview coach that scores both delivery and content against a customisable rubric, tracking posture and gaze privately in the browser.

Learning Companion
AI Lodge

Learning Companion

An AI learning app that lets students grow a topic tree around their interests and turn each topic into a source-backed visual lesson with an understanding check.

ScamSense
AI Lodge

ScamSense

A browser game where players question AI-voiced scam rings in real time, learning to spot organised scams by asking the right questions before real scammers find them.

HiddenInk
AI Lodge

HiddenInk

A resume security tool that detects hidden prompt injections aimed at AI screeners and gives recruiters a clean, human-visible version to review.

Squirrel
AI Lodge

Squirrel

An AI-powered perk tracker that finds vouchers, card credits and memberships in your inbox and reminds you before they expire.

Fitinerary
AI Lodge

Fitinerary

A trip planner that chooses your hotel and day-by-day itinerary together, comparing hotels by true cost, with AI for language and code for every number.

SG Wardrobe
AI Lodge

SG Wardrobe

An AI personal stylist for Singapore that plans outfits around live weather and checks how online clothes will fit your measurements before you buy.

Dishcovery
AI Lodge

Dishcovery

A dish finder for people managing high blood pressure, diabetes or kidney disease that checks food near SMU against their personal nutrient limits.

MemeMe
AI Lodge

MemeMe

An AI sticker maker that turns a photo of you, a friend or your pet into a captioned die-cut meme sticker, with safety checks built in from the start.

Meme-it
AI Lodge

Meme-it

An AI meme and sticker generator that turns your own photos into captioned memes and downloadable sticker packs.

EquityLens AI
AI Lodge

EquityLens AI

An investment research workspace that combines Python-calculated financials and valuations with AI research agents, keeping assumptions and evidence visible.

Syllabuddy
AI Lodge

Syllabuddy

An AI study planner that reads your syllabi, verifies every deadline against the source text and builds one week-by-week plan that flags crunch weeks.

TouchGrass
AI Lodge

TouchGrass

A friendly group challenge to spend less time on social media, with AI screen-time checks, offline activity ideas and a personal diary.

Leash
AI Lodge

Leash

A proxy that gives every AI agent a budget it can't overspend and a tamper-evident record it can't fake, without ever handing the agent the real API key.

Origin
AI Lodge

Origin

A prototype that helps private bankers estimate prospects' equity, run compliant research and draft a first outreach email, with a human reviewing every step.

Handful
AI Lodge

Handful

A free ASL learning app with short lessons, practice games and an in-browser camera check that gives feedback on your fingerspelling.

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.

F1 Qualifying Predictor
DAP

F1 Qualifying Predictor

An XGBoost model that uses Formula 1 free-practice statistics to predict where a driver may qualify on the grid.

Distracted Driver Detection
DAP

Distracted Driver Detection

A computer vision model that detects distracted drivers and classifies their behaviour into one of ten distraction categories.

Pitch Perfect
AI Lodge

Pitch Perfect

An AI presentation and interview coach that scores both delivery and content against a customisable rubric, tracking posture and gaze privately in the browser.

Learning Companion
AI Lodge

Learning Companion

An AI learning app that lets students grow a topic tree around their interests and turn each topic into a source-backed visual lesson with an understanding check.

ScamSense
AI Lodge

ScamSense

A browser game where players question AI-voiced scam rings in real time, learning to spot organised scams by asking the right questions before real scammers find them.

HiddenInk
AI Lodge

HiddenInk

A resume security tool that detects hidden prompt injections aimed at AI screeners and gives recruiters a clean, human-visible version to review.

Squirrel
AI Lodge

Squirrel

An AI-powered perk tracker that finds vouchers, card credits and memberships in your inbox and reminds you before they expire.

Fitinerary
AI Lodge

Fitinerary

A trip planner that chooses your hotel and day-by-day itinerary together, comparing hotels by true cost, with AI for language and code for every number.

SG Wardrobe
AI Lodge

SG Wardrobe

An AI personal stylist for Singapore that plans outfits around live weather and checks how online clothes will fit your measurements before you buy.

Dishcovery
AI Lodge

Dishcovery

A dish finder for people managing high blood pressure, diabetes or kidney disease that checks food near SMU against their personal nutrient limits.

MemeMe
AI Lodge

MemeMe

An AI sticker maker that turns a photo of you, a friend or your pet into a captioned die-cut meme sticker, with safety checks built in from the start.

Meme-it
AI Lodge

Meme-it

An AI meme and sticker generator that turns your own photos into captioned memes and downloadable sticker packs.

EquityLens AI
AI Lodge

EquityLens AI

An investment research workspace that combines Python-calculated financials and valuations with AI research agents, keeping assumptions and evidence visible.

Syllabuddy
AI Lodge

Syllabuddy

An AI study planner that reads your syllabi, verifies every deadline against the source text and builds one week-by-week plan that flags crunch weeks.

TouchGrass
AI Lodge

TouchGrass

A friendly group challenge to spend less time on social media, with AI screen-time checks, offline activity ideas and a personal diary.

Leash
AI Lodge

Leash

A proxy that gives every AI agent a budget it can't overspend and a tamper-evident record it can't fake, without ever handing the agent the real API key.

Origin
AI Lodge

Origin

A prototype that helps private bankers estimate prospects' equity, run compliant research and draft a first outreach email, with a human reviewing every step.

Handful
AI Lodge

Handful

A free ASL learning app with short lessons, practice games and an in-browser camera check that gives feedback on your fingerspelling.

Alumni

Beyond SMU

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

Interested in data and AI?