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

NS Data Expo 2024

Sponsored · Your Podcast. Everywhere. Effortlessly. Share. Educate. Inspire. Entertain. You do you. We'll handle the rest. →
Avatar for Marketing OGZ Marketing OGZ PRO
September 17, 2024
0
130

NS Data Expo 2024

Avatar for Marketing OGZ

Marketing OGZ PRO

September 17, 2024
Tweet

More Decks by Marketing OGZ

See All by Marketing OGZ
UMC_UtrechtXebia-Modular_Working_with_a_Knowledge-_and_Data_Platform_Building_Blocks_for_a_Flexible_Ecosystem.pdf
Avatar for Marketing OGZ mark3t1ng
PRO
0
35
Dutch_women_in_tech-Hoe_Personal_Branding_en_AI_mijn_carrière_in_tech_versneld_hebben.pdf
Avatar for Marketing OGZ mark3t1ng
PRO
2
33
Dataiku-GenAI_in_the_Age_of_AI_Agents_Scalable__Trusted____for_All_Users.pdf
Avatar for Marketing OGZ mark3t1ng
PRO
0
33
RankmyAI-45_000_AI_tools_Vind_razendsnel_de_juiste_met_RankmyAI.pdf
Avatar for Marketing OGZ mark3t1ng
PRO
0
46
Centraal_Beheer-Marketing_Attributie_bij_Centraal_Beheer_Waardevolle_inzichten_uit_meer_dan_10_Jaar_testen_en_ontwikkelen.pdf
Avatar for Marketing OGZ mark3t1ng
PRO
0
31
University_of_Amsterdam-Data_Governance___AI__The_Positive_Feedback_Loop.pdf
Avatar for Marketing OGZ mark3t1ng
PRO
0
210
Picnic-The invisible engine: How data quality powers Picnic’s AI-driven supply chain
Avatar for Marketing OGZ mark3t1ng
PRO
0
72
Philips-Do_ethics_and_compliance_go_hand_in_hand_with_AI_initiatives_.pdf
Avatar for Marketing OGZ mark3t1ng
PRO
0
54
Gemeente_Zaanstad-Stop_met_praten_over_AI_en_data._Dit_is_hoe_je_het_doet..pdf
Avatar for Marketing OGZ mark3t1ng
PRO
0
78

Featured

See All Featured
Done Done
Avatar for chrislema chrislema
186
16k
Pawsitive SEO: Lessons from My Dog (and Many Mistakes) on Thriving as a Consultant in the Age of AI
Avatar for David Carrasco davidcarrasco
0
80
[RailsConf 2023] Rails as a piece of cake
Avatar for Vladimir Dementyev palkan
59
6.4k
Faster Mobile Websites
Avatar for Dean Hume deanohume
310
31k
Primal Persuasion: How to Engage the Brain for Learning That Lasts
Avatar for Mike Taylor tmiket
0
280
A brief & incomplete history of 
UX Design for the World Wide Web: 1989–2019
Avatar for Jason CranfordTeague jct
1
320
Joys of Absence: A Defence of Solitary Play
Avatar for Sebastian Deterding codingconduct
1
300
Ten Tips & Tricks for a 🌱 transition
Avatar for Manu Carrasco Molina stuffmc
0
84
Applied NLP in the Age of Generative AI
Avatar for Ines Montani inesmontani
PRO
4
2.1k
Groundhog Day: Seeking Process in Gaming for Health
Avatar for Sebastian Deterding codingconduct
0
110
Responsive Adventures: Dirty Tricks From The Dark Corners of Front-End
Avatar for Vitaly Friedman smashingmag
254
22k
The Anti-SEO Checklist Checklist. Pubcon Cyber Week
Avatar for Ryan Jones ryanjones
0
87

Transcript

  1. 1

  2. 2

  3. 3

  4. 4 Gear up for success: Practical insights from forecasting OV-fiets

    availability Marthe Veldhuis Data Scientist / Machine Learning Engineer Nederlandse Spoorwegen

  5. 1. Planning your route 2. Paddling to the destination 3.

    Staying in tandem Gear up for success: Practical insights from forecasting OV-fiets availability 5

  6. Planning your route Part 1

  7. Determine succes at the start 7 Give certainty Provide a

    warning

  8. Talk to people ▪ End-users Gear up for success: Practical

    insights from forecasting OV-fiets availability 8

  9. Talk to people ▪ End-users ▪ Indirect users Gear up

    for success: Practical insights from forecasting OV-fiets availability 9

  10. Talk to people ▪ End-users ▪ Indirect users ▪ Colleagues

    Gear up for success: Practical insights from forecasting OV-fiets availability 10

  11. Talk to people ▪ End-users ▪ Indirect users ▪ Colleagues

    ▪ User eXperience Designers Gear up for success: Practical insights from forecasting OV-fiets availability 11

  12. Involve UXD from the start 12 Gear up for success:

    Practical insights from forecasting OV-fiets availability

  13. Paddling to the destination Part 2

  14. Gear up for success: Practical insights from forecasting OV-fiets availability

    14 Start simple

  15. Gear up for success: Practical insights from forecasting OV-fiets availability

    15 “Last week” model: 𝑅2 = 0,50 MAE = 28 Use the right metrics

  16. Gear up for success: Practical insights from forecasting OV-fiets availability

    16 Use the right metrics XGBoost model: 𝑅2 = 0,54 MAE = 28

  17. Gear up for success: Practical insights from forecasting OV-fiets availability

    17 Use the right metrics

  18. Gear up for success: Practical insights from forecasting OV-fiets availability

    18 Use the right metrics “Last week” model: low range recall = 63%

  19. Gear up for success: Practical insights from forecasting OV-fiets availability

    19 Use the right metrics XGBoost model: low range recall = 28%

  20. Staying in tandem Part 3

  21. Gear up for success: Practical insights from forecasting OV-fiets availability

    21 Translate your metrics to intuitive measures Forecasted situation Actual situation Warned Disappointed

  22. Gear up for success: Practical insights from forecasting OV-fiets availability

    22 Translate your metrics to intuitive measures

  23. 1. Planning your route • Determine succes • Talk to

    people • Involve UXD 2. Paddling to the destination • Start simple • Use the right metrics 3. Staying in tandem • Translate your metrics Gear up for success: Practical insights from forecasting OV-fiets availability 23