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
77
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
120
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
Azure Well-Architected Framework入門
Avatar for tomokusaba tomokusaba
1
130
AI時代の開発を加速する組織づくり - ブログでは書けなかったリアル
Avatar for Hiro hiro8ma
1
310
アウトプットから始めるOSSコントリビューション 〜eslint-plugin-vueの場合〜 #vuefes
Avatar for 弁護士ドットコム bengo4com
3
1.8k
AWS DMS で SQL Server を移行してみた/aws-dms-sql-server-migration
Avatar for emi emiki
0
230
CREが作る自己解決サイクルSlackワークフローに組み込んだAIによる社内ヘルプデスク改革 #cre_meetup
Avatar for 弁護士ドットコム bengo4com
0
330
AI-Readyを目指した非構造化データのメダリオンアーキテクチャ
Avatar for R-Miura r_miura
1
320
「最速」で Gemini CLI を使いこなそう！ 〜Cloud Shell/Cloud Run の活用〜 / The Fastest Way to Master the Gemini CLI — with Cloud Shell and Cloud Run
Avatar for Kento Kimura aoto
PRO
1
180
20251027_findyさん_音声エージェントLT
Avatar for Almondoイベント担当 almondo_event
2
430
もう外には出ない。より快適なフルリモート環境を目指して
Avatar for もっち mottyzzz
13
10k
QA業務を変える（！？）AIを併用した不具合分析の実践
Avatar for ma2ri__ ma2ri
0
140
Dify on AWS 環境構築手順
Avatar for Hiroaki Yoshimura yosse95ai
0
130
会社を支える Pythonという言語戦略 ~なぜPythonを主要言語にしているのか？~
Avatar for curekoshimizu curekoshimizu
3
670

Featured

See All Featured
ピンチをチャンスに：未来をつくるプロダクトロードマップ #pmconf2020
Avatar for Aki / @LoveIdahoBurger aki_iinuma
127
54k
The Pragmatic Product Professional
Avatar for Laura Van Doore lauravandoore
36
7k
Scaling GitHub
Avatar for Zach Holman holman
463
140k
How to train your dragon (web standard)
Avatar for Monica Dinculescu notwaldorf
97
6.3k
The Success of Rails: Ensuring Growth for the Next 100 Years
Avatar for Eileen M. Uchitelle eileencodes
46
7.7k
Practical Orchestrator
Avatar for Shlomi Noach shlominoach
190
11k
The Language of Interfaces
Avatar for Des Traynor destraynor
162
25k
10 Git Anti Patterns You Should be Aware of
Avatar for Lemi Orhan Ergin lemiorhan
PRO
658
61k
XXLCSS - How to scale CSS and keep your sanity
Avatar for Zaharenia Atzitzikaki sugarenia
249
1.3M
What’s in a name? Adding method to the madness
Avatar for Product Marketing Alliance productmarketing
PRO
24
3.7k
Side Projects
Avatar for Sacha Greif sachag
455
43k
Embracing the Ebb and Flow
Avatar for Simon Collison colly
88
4.9k

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