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
130

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
200
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
150
Gradient Boosting Machines (GBM): From Zero to Hero (with R and Python Code) - LA Data Science Meetup - February 2020
Avatar for szilard szilard
0
130
A Random Walk in Data Science and Machine Learning in Practice - CEU, Business Analytics Masters - Budapest, Febr 2020
Avatar for szilard szilard
0
310
Better than My Meetup/Conference Talks: Going Deeper in Various GBM Topics - GBM Advanced Workshop - Budapest, Nov 2019
Avatar for szilard szilard
0
95
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
140
Better than Deep Learning: Gradient Boosting Machines (GBM) / 2019 edition - Budapest R and Data Science Meetups - Budapest, June 2019
Avatar for szilard szilard
0
110
Better than Deep Learning: Gradient Boosting Machines (GBM) / 2019 edition - LA R Meetup - Santa Monica, May 2019
Avatar for szilard szilard
0
30

Other Decks in Technology

See All in Technology
フルカイテン株式会社 エンジニア向け採用資料
Avatar for FULL KAITEN fullkaiten
0
10k
ALB「証明書上限問題」からの脱却
Avatar for muso nishiokashinji
0
240
【northernforce#54】SalesforceにおけるAgentforceの位置づけ・事例紹介
Avatar for YutoSato yutosatou_kit
0
110
AI アクセラレータチップ AWS Trainium/Inferentia に 今こそ入門
Avatar for yoshimi0227 yoshimi0227
1
310
新規事業 toitta におけるAI 機能評価の話 / AI Feature Evaluation in toitta
Avatar for pokutuna pokutuna
0
180
AI Agent Standards and Protocols: a Walkthrough of MCP, A2A, and more...
Avatar for Guillaume Laforge glaforge
1
480
Hardware/Software Co-design: Motivations and reflections with respect to security
Avatar for Bryan Cantrill bcantrill
1
230
SwiftDataを覗き見る
Avatar for akidon0000 akidon0000
0
300
20260120 Amazon VPC のパブリックサブネットを無くしたい！
Avatar for Masaru Ogura masaruogura
2
150
Riverpod3.xで実現する実践的UI実装
Avatar for Fumiya Sakai fumiyasac0921
1
250
OCI技術資料 : OS管理ハブ 概要
Avatar for Oracle Cloud Infrastructure ソリューション・エンジニア ocise
2
4.2k
Contract One Engineering Unit 紹介資料
Avatar for Sansan, Inc. sansan33
PRO
0
12k

Featured

See All Featured
How to make the Groovebox
Avatar for あそなす asonas
2
1.9k
AI in Enterprises - Java and Open Source to the Rescue
Avatar for ivargrimstad ivargrimstad
0
1.1k
Why Our Code Smells
Avatar for Brandon Keepers bkeepers
PRO
340
58k
The Illustrated Children's Guide to Kubernetes
Avatar for Chris Short chrisshort
51
51k
Odyssey Design
Avatar for Ryan Kendrick rkendrick25
PRO
0
470
Visualization
Avatar for Eitan Lees eitanlees
150
16k
Site-Speed That Sticks
Avatar for Harry Roberts csswizardry
13
1k
実際に使うSQLの書き方 徹底解説 / pgcon21j-tutorial
Avatar for soudai sone soudai
PRO
196
71k
Unlocking the hidden potential of vector embeddings in international SEO
Avatar for Frank van Dijk frankvandijk
0
160
What the history of the web can teach us about the future of AI
Avatar for Ines Montani inesmontani
PRO
1
400
JavaScript: Past, Present, and Future - NDC Porto 2020
Avatar for David Neal reverentgeek
52
5.8k
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