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

Better than Deep Learning: Gradient Boosting M...

Avatar for szilard szilard
June 17, 2020
Technology
0
120

Better than Deep Learning: Gradient Boosting Machines (GBM) - eRum conference - invited talk - June 2020

Avatar for szilard

szilard

June 17, 2020
Tweet

More Decks by szilard

See All by szilard
Gradient Boosting Machines (GBM): From Zero to Hero (with R and Python Code) - Data Con LA - Oct 2020
Avatar for szilard szilard
0
190
Make Machine Learning Boring Again: Best Practices for Using Machine Learning in Businesses - Albuquerque Machine Learning Meetup (Online) - Aug 2020
Avatar for szilard szilard
0
140
Gradient Boosting Machines (GBM): From Zero to Hero (with R and Python Code) - LA Data Science Meetup - February 2020
Avatar for szilard szilard
0
120
A Random Walk in Data Science and Machine Learning in Practice - CEU, Business Analytics Masters - Budapest, Febr 2020
Avatar for szilard szilard
0
300
Better than My Meetup/Conference Talks: Going Deeper in Various GBM Topics - GBM Advanced Workshop - Budapest, Nov 2019
Avatar for szilard szilard
0
78
Gradient Boosting Machines (GBM): From Zero to Hero (with R and Python Code) - Budapest BI Forum, Budapest, Nov 2019
Avatar for szilard szilard
0
150
Make Machine Learning Boring Again: Best Practices for Using Machine Learning in Businesses - LA Data Science Meetup - Playa Vista, August 2019
Avatar for szilard szilard
0
130
Better than Deep Learning: Gradient Boosting Machines (GBM) / 2019 edition - Budapest R and Data Science Meetups - Budapest, June 2019
Avatar for szilard szilard
0
96
Better than Deep Learning: Gradient Boosting Machines (GBM) / 2019 edition - LA R Meetup - Santa Monica, May 2019
Avatar for szilard szilard
0
26

Other Decks in Technology

See All in Technology
パフォーマンスチューニングのために普段からできること/Performance Tuning: Daily Practices
Avatar for FUJIWARA Shunichiro fujiwara3
2
170
新米エンジニアをTech Leadに任命する ー 成長を支える挑戦的な人と組織のマネジメント
Avatar for Naoto Sato naopr
1
310
OPENLOGI Company Profile for engineer
Avatar for OPENLOGI hr01
1
46k
組織全員で向き合うAI Readyなデータ利活用
Avatar for harry gappy50
5
1.9k
datadog-incident-management-intro
Avatar for tetsuya28 tetsuya28
0
100
Open Table Format (OTF) が必要になった背景とその機能 (2025.10.28)
Avatar for Akira Shimosako simosako
3
540
マルチエージェントのチームビルディング_2025-10-25
Avatar for shino shinoyamada
0
230
GTC 2025 : 가속되고 있는 미래
Avatar for Jeongkyu Shin inureyes
PRO
0
140
Okta Identity Governanceで実現する最小権限の原則
Avatar for 株式会社出前館 demaecan
0
210
AIがコードを書いてくれるなら、新米エンジニアは何をする？ / komekaigi2025
Avatar for Yukiya Nakagawa nkzn
21
15k
20251102 WordCamp Kansai 2025
Avatar for Chiaki Okamoto chiilog
0
180
CLIPでマルチモーダル画像検索 →とても良い
Avatar for Motoi Washida wm3
1
660

Featured

See All Featured
Making Projects Easy
Avatar for Brett Harned brettharned
120
6.4k
Keith and Marios Guide to Fast Websites
Avatar for Keith Pitt keithpitt
411
23k
Building Flexible Design Systems
Avatar for Yesenia Perez-Cruz yeseniaperezcruz
329
39k
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
Avatar for Irina Nazarova irinanazarova
9
1k
Code Review Best Practice
Avatar for Trisha Gee trishagee
72
19k
JavaScript: Past, Present, and Future - NDC Porto 2020
Avatar for David Neal reverentgeek
52
5.7k
10 Git Anti Patterns You Should be Aware of
Avatar for Lemi Orhan Ergin lemiorhan
PRO
658
61k
Understanding Cognitive Biases in Performance Measurement
Avatar for Philip Tellis bluesmoon
31
2.7k
A designer walks into a library…
Avatar for Paul Jervis Heath pauljervisheath
209
24k
Distributed Sagas: A Protocol for Coordinating Microservices
Avatar for Caitie McCaffrey caitiem20
333
22k
Side Projects
Avatar for Sacha Greif sachag
455
43k
Build your cross-platform service in a week with App Engine
Avatar for Jose L jlugia
234
18k

Transcript

  1. Better than Deep Learning: Gradient Boosting Machines (GBM) Szilard Pafka,

    PhD Chief Scientist, Epoch (USA) e-Rum conference, Milano, Italy / Online June 2020
  2. None

  3. Disclaimer: I am not representing my employer (Epoch) in this

    talk I cannot confirm nor deny if Epoch is using any of the methods, tools, results etc. mentioned in this talk

  4. Source: Andrew Ng

  5. Source: Andrew Ng

  6. Source: Andrew Ng

  7. None
  8. None
  9. None
  10. None

  11. Source: https://twitter.com/iamdevloper/

  12. None
  13. None

  14. ...

  15. None
  16. None
  17. None

  18. http://lowrank.net/nikos/pubs/empirical.pdf http://www.cs.cornell.edu/~alexn/papers/empirical.icml06.pdf

  19. http://lowrank.net/nikos/pubs/empirical.pdf http://www.cs.cornell.edu/~alexn/papers/empirical.icml06.pdf

  20. None
  21. None
  22. None
  23. None
  24. None
  25. None
  26. None
  27. None
  28. None
  29. None
  30. None

  31. Source: Hastie etal, ESL 2ed

  32. Source: Hastie etal, ESL 2ed

  33. None
  34. None

  35. 10x

  36. None
  37. None

  38. 10x

  39. 10x

  40. None
  41. None
  42. None
  43. None
  44. None
  45. None
  46. None
  47. None
  48. None
  49. None
  50. None
  51. None
  52. None
  53. None
  54. None
  55. None
  56. None
  57. None
  58. None
  59. None
  60. None
  61. None
  62. None

  63. Source: https://www.linkedin.com/pulse/winning-solution-kaggledays-2019-competition-san-francisco-mark-peng/

  64. Source: https://www.linkedin.com/pulse/winning-solution-kaggledays-2019-competition-san-francisco-mark-peng/

  65. Source: https://www.linkedin.com/pulse/winning-solution-kaggledays-2019-competition-san-francisco-mark-peng/

  66. Source: https://www.linkedin.com/pulse/winning-solution-kaggledays-2019-competition-san-francisco-mark-peng/

  67. Source: https://www.linkedin.com/pulse/winning-solution-kaggledays-2019-competition-san-francisco-mark-peng/

  68. Source: https://www.linkedin.com/pulse/winning-solution-kaggledays-2019-competition-san-francisco-mark-peng/

  69. None

  70. More:

  71. More:

  72. More:

  73. None