Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Predicting YouBike

Sponsored · Your Podcast. Everywhere. Effortlessly. Share. Educate. Inspire. Entertain. You do you. We'll handle the rest. →
Avatar for brandon liu brandon liu
May 28, 2015
Research
0
100

Predicting YouBike

Modeling demand for Taipei area bike share stations

Avatar for brandon liu

brandon liu

May 28, 2015
Tweet

More Decks by brandon liu

See All by brandon liu
OpenStreetMap in Architecture and Planning
Avatar for brandon liu bdon
0
870

Other Decks in Research

See All in Research
[Devfest Incheon 2025] 모두를 위한 친절한 언어모델(LLM) 학습 가이드
Avatar for Beomi beomi
2
1.4k
Remote sensing × Multi-modal meta survey
Avatar for SatAI.challenge satai
4
710
2025-11-21-DA-10th-satellite
Avatar for Yuka Egusa yegusa
0
110
社内データ分析AIエージェントを できるだけ使いやすくする工夫
Avatar for Yusuke Fukasawa fufufukakaka
1
880
データサイエンティストの業務変化
Avatar for The Japan DataScientist Society datascientistsociety
PRO
0
220
Can AI Generated Ambrotype Chain the Aura of Alternative Process? In SIGGRAPH Asia 2024 Art Papers
Avatar for Chinatsu Ozawa toremolo72
0
130
2026-01-30-MandSL-textbook-jp-cos-lod
Avatar for Yuka Egusa yegusa
0
150
教師あり学習と強化学習で作る 最強の数学特化LLM
Avatar for Hiroshi Y (RabotniKuma) analokmaus
2
890
Self-Hosted WebAssembly Runtime for Runtime-Neutral Checkpoint/Restore in Edge–Cloud Continuum
Avatar for Yuki Nakata chikuwait chikuwait
0
320
HoliTracer:Holistic Vectorization of Geographic Objects from Large-Size Remote Sensing Imagery
Avatar for SatAI.challenge satai
3
610
Collective Predictive Coding and World Models in LLMs: A System 0/1/2/3 Perspective on Hierarchical Physical AI (IEEE SII 2026 Plenary Talk)
Avatar for Tadahiro Taniguchi tanichu
1
240
When Learned Data Structures Meet Computer Vision
Avatar for Yusuke Matsui matsui_528
1
2.8k

Featured

See All Featured
Building a Scalable Design System with Sketch
Avatar for Laura Van Doore lauravandoore
463
34k
The AI Revolution Will Not Be Monopolized: How open-source beats economies of scale, even for LLMs
Avatar for Ines Montani inesmontani
PRO
3
3k
Facilitating Awesome Meetings
Avatar for Lara Hogan lara
57
6.8k
How Fast Is Fast Enough? [PerfNow 2025]
Avatar for Tammy Everts tammyeverts
3
450
Everyday Curiosity
Avatar for Cassini Nazir cassininazir
0
130
The SEO identity crisis: Don't let AI make you average
Avatar for Varn varn
0
68
[RailsConf 2023 Opening Keynote] The Magic of Rails
Avatar for Eileen M. Uchitelle eileencodes
31
9.9k
State of Search Keynote: SEO is Dead Long Live SEO
Avatar for Ryan Jones ryanjones
0
110
JavaScript: Past, Present, and Future - NDC Porto 2020
Avatar for David Neal reverentgeek
52
5.8k
My Coaching Mixtape
Avatar for mlcsv mlcsv
0
47
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
Avatar for Rebecca Miller-Webster rmw
35
3.4k
Taking LLMs out of the black box: A practical guide to human-in-the-loop distillation
Avatar for Ines Montani inesmontani
PRO
3
2k

Transcript

  1. Predicting YouBike YouBike 預測 youbikeforecast.com 劉知岳 (Brandon) [email protected]

  2. Why Forecast?

  3. UNDERSTAND Observe past phenomena confirm or deny intuitions based on

    data quantify service quality

  4. MAKE DECISIONS See what is likely to happen in the

    immediate future

  5. What applications? http://pureinformation.net/transit-tracker/

  6. None

  7. Public YouBike API http://opendata.dot.taipei.gov.tw/opendata/ gwjs_cityhall.json

  8. youbikeforecast.com

  9. TOOLS LevelDB - data store Go, nginx, python, EC2 -

    server Leaflet, d3 - web page

  10. The shape of the data tells a story

  11. How might we classify YouBike stations based on usage patterns?

  12. Pattern: Morning/Evening Commute （信義／杭州路⼝口）

  13. Pattern: Night Owls （國⽗父紀念堂）

  14. Pattern: School （公館（台⼤大前⾯面）

  15. Choosing a metric What can we measure that affects users?

    How many minutes per day you can’t rent a bike (or what % of the day)

  16. Pricing change March 2015（師⼤大）8% Unavailable

  17. Pricing change April 2015（師⼤大）3% Unavailable

  18. Improve the model? Weekend/Weekday （信義／杭州）

  19. Improve the model? Weather （師⼤大） 下⼤大⾬雨

  20. Adjustments

  21. github.com/bdon/youbike-data