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
130
Gradient Boosting Machines (GBM): From Zero to Hero (with R and Python Code) - LA Data Science Meetup - February 2020
Avatar for szilard szilard
0
110
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
95
Better than Deep Learning: Gradient Boosting Machines (GBM) / 2019 edition - LA R Meetup - Santa Monica, May 2019
Avatar for szilard szilard
0
25

Other Decks in Technology

See All in Technology
AI ReadyなData PlatformとしてのAutonomous Databaseアップデート
Avatar for oracle4engineer oracle4engineer
PRO
0
150
ACA でMAGI システムを社内で展開しようとした話
Avatar for Yuji Masaoka | まっぴぃ mappie_kochi
0
220
それでも私はContextに値を詰めたい | Go Conference 2025 / go conference 2025 fill context
Avatar for Yoichiro Shimizu budougumi0617
4
1.2k
AI時代だからこそ考える、僕らが本当につくりたいスクラムチーム / A Scrum Team we really want to create in this AI era
Avatar for TAKAKING22 takaking22
6
3.1k
PLaMo2シリーズのvLLM実装 / PFN LLM セミナー
Avatar for Preferred Networks pfn
PRO
2
950
SOC2取得の全体像
Avatar for shonansurvivors shonansurvivors
1
360
[2025-09-30] Databricks Genie を利用した分析基盤とデータモデリングの IVRy の現在地
Avatar for 和田 悠佑 wxyzzz
0
450
自作LLM Native GORM Pluginで実現する AI Agentバックテスト基盤構築
Avatar for po3rin po3rin
2
240
Green Tea Garbage Collector の今
Avatar for zchee zchee
PRO
2
380
【新卒研修資料】LLM・生成AI研修 / Large Language Model・Generative AI
Avatar for BrainPad brainpadpr
23
16k
「Verify with Wallet API」を アプリに導入するために
Avatar for hinakko hinakko
1
220
関係性が駆動するアジャイル──GPTに人格を与えたら、対話を通してふりかえりを 習慣化できた話
Avatar for リリカル mhlyc
0
130

Featured

See All Featured
Typedesign – Prime Four
Avatar for Hannes Fritz hannesfritz
42
2.8k
No one is an island. Learnings from fostering a developers community.
Avatar for Antonio thoeni
21
3.5k
BBQ
Avatar for Matthew Crist matthewcrist
89
9.8k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
Avatar for Morgane Peng morganepeng
132
19k
Automating Front-end Workflow
Avatar for Addy Osmani addyosmani
1371
200k
The Cult of Friendly URLs
Avatar for Andy Hume andyhume
79
6.6k
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
Avatar for Irina Nazarova irinanazarova
9
960
Bash Introduction
Avatar for André Augusto Costa Santos 62gerente
615
210k
Music & Morning Musume
Avatar for Bryan Veloso bryan
46
6.8k
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
Avatar for Stéphanie Walter stephaniewalter
285
14k
The Success of Rails: Ensuring Growth for the Next 100 Years
Avatar for Eileen M. Uchitelle eileencodes
46
7.6k
How to Ace a Technical Interview
Avatar for Jacob Kaplan-Moss jacobian
280
23k

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