Data is oxygen for ML
Machine learning relies heavily on data as fuel. Dima Boyko discusses how various organizations have successfully used machine learning and data to improve processes and outcomes. Red Roof Inn used weather and flight cancellation data to increase revenue during peak seasons by 10%. The Los Angeles Police Department used historical data analysis and prediction to reduce thefts by 33% and victims by 21%. UPS used data from over 16.9 million daily deliveries across 195 countries to reduce fuel usage and exhausts through optimized routing. InFakt automated accounting used data from past invoices to develop a machine learning model that can now automatically book around 70% of invoices, saving accountants 600 hours per month for more strategic work.
Data is oxygen for ML
- 1. Data is oxygen for ML Cracow, 8th December 2016
- 2. Hello, I’m Dima Boyko Dima Boyko Rails developer, Python developer, Data Scientist Software engineer @inFakt dima.boyko@infakt.pl /dimaboyko
- 3. What computer can do better than human? What human can do better than computer?
- 4. What computer can do better than human? + What human can do better than computer?
- 5. ” Field of study that gives computers the ability to learn without being explicitly programmed 1959, Arthur Samuel What computer can do better than human? + What human can do better than computer? Machine learning
- 6. Machine learning is not the future
- 9. Boost ML can boost existing products by improving quality and usability of some modules Unlock Using ML can unlock new product use-cases Machine learning
- 11. Drawbacks? Machine learning WOW / WTF ratio
- 12. Data Algorithm Insight Usage model Machine learning
- 14. Data
- 15. Using of data
- 16. Using of data Red Roof Inn
- 17. Using of data 2 to 3% of flights were canceled Red Roof Inn
- 18. Using of data 500 daily Red Roof Inn
- 19. Using of data 90 000 passengers Red Roof Inn
- 20. Using of data Weather data Red Roof Inn
- 21. Using of data 10% more revenue during season Red Roof Inn Results
- 22. Los Angeles Police Department Using of data
- 23. Historical DATA Analysis & Prediction Reaction Los Angeles Police Department Using of data
- 24. Los Angeles Police Department Using of data
- 25. Los Angeles Police Department Using of data
- 26. 33% Less thefts 21% Less victims Los Angeles Police Department Using of data Results
- 27. UPS Cargo Delivery Using of data
- 28. Using of data 16,9M Delivered cargos daily 195 Countries around the globe UPS Cargo Delivery
- 29. Orion • Mathematical model for operations research • Huge processing power in real time Using of data UPS Cargo Delivery
- 30. Using of data 6M Litres less fuel usage during the year 13 000 Tons of exhausts less UPS Cargo Delivery + Faster deliveries Results
- 32. ~50 000 Invoices booked monthly by accountants inFakt Automated Accounting Using of data
- 33. AutoAccounting Brief product history inFakt Automated Accounting Using of data
- 34. AutoAccounting • Data from last year • Scikit-learn • Infrastructure Classification 15% invoices 95% correct
- 35. AutoAccounting • Data from last year • Infrastructure Classification 55% invoices 95% correct
- 40. ~70% Invoices booked automatically 600 / month Hours saved for creative work AutoAccounting Results
- 41. Know your DATA!
- 43. Auto What’s next? #worldwide #vendor_independent #simple
- 44. Open Source ? What’s next? /OpenAutoX
- 45. Thanks! Any questions? Dima Boyko Software engineer @ inFakt dima.boyko@infakt.pl /dimaboyko