Lock in $30 Savings on PRO—Offer Ends Soon! ⏳

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
120
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
87
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
98
Better than Deep Learning: Gradient Boosting Machines (GBM) / 2019 edition - LA R Meetup - Santa Monica, May 2019
Avatar for szilard szilard
0
27

Other Decks in Technology

See All in Technology
法人支出管理領域におけるソフトウェアアーキテクチャに基づいたテスト戦略の実践
Avatar for ogugu ogugu9
1
210
大企業でもできる！ボトムアップで拡大させるプラットフォームの作り方
Avatar for ファインディ株式会社（イベント資料アップ用） findy_eventslides
1
520
ログ管理の新たな可能性？CloudWatchの新機能をご紹介
Avatar for Ikumi Ono ikumi_ono
0
480
EM歴1年10ヶ月のぼくがぶち当たった苦悩とこれからへ向けて
Avatar for maaaato maaaato
0
270
プロダクトマネージャーが押さえておくべき、ソフトウェア資産とAIエージェント投資効果 / pmconf2025
Avatar for Masato Ishigaki / 石垣雅人 i35_267
2
580
計算機科学をRubyと歩む 〜DFA型正規表現エンジンをつくる～
Avatar for ydah ydah
3
190
モバイルゲーム開発におけるエージェント技術活用への試行錯誤 ～開発効率化へのアプローチの紹介と未来に向けた展望～
Avatar for QualiArts qualiarts
0
660
Debugging Edge AI on Zephyr and Lessons Learned
Avatar for misoji engineer iotengineer22
0
120
技術以外の世界に『越境』しエンジニアとして進化を遂げる 〜Kotlinへの愛とDevHRとしての挑戦を添えて〜
Avatar for subroh_0508 subroh0508
1
380
21st ACRi Webinar - Univ of Tokyo Presentation Slide (Shinya Takamaeda)
Avatar for Nao Sumikawa nao_sumikawa
0
120
pmconf2025 - データを活用し「価値」へ繋げる
Avatar for Emy - Emiko Yoshihara glorypulse
0
700
学習データって増やせばいいんですか？
Avatar for fumihiko takahashi ftakahashi
1
210

Featured

See All Featured
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
Avatar for Rebecca Miller-Webster rmw
35
3.3k
KATA
Avatar for Megan Lloyd mclloyd
PRO
32
15k
実際に使うSQLの書き方 徹底解説 / pgcon21j-tutorial
Avatar for soudai sone soudai
PRO
196
69k
The Straight Up "How To Draw Better" Workshop
Avatar for Dennis Kardys denniskardys
239
140k
Reflections from 52 weeks, 52 projects
Avatar for Jefferson Lam jeffersonlam
355
21k
Git: the NoSQL Database
Avatar for Brandon Keepers bkeepers
PRO
432
66k
VelocityConf: Rendering Performance Case Studies
Avatar for Addy Osmani addyosmani
333
24k
Being A Developer After 40
Avatar for Adrian Kosmaczewski akosma
91
590k
How to Ace a Technical Interview
Avatar for Jacob Kaplan-Moss jacobian
280
24k
Optimising Largest Contentful Paint
Avatar for Harry Roberts csswizardry
37
3.5k
The Art of Programming - Codeland 2020
Avatar for Erika Heidi erikaheidi
56
14k
A designer walks into a library…
Avatar for Paul Jervis Heath pauljervisheath
210
24k

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