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
160
0

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

Avatar for szilard

szilard

June 17, 2020

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
250
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
180
Gradient Boosting Machines (GBM): From Zero to Hero (with R and Python Code) - LA Data Science Meetup - February 2020
Avatar for szilard szilard
0
150
A Random Walk in Data Science and Machine Learning in Practice - CEU, Business Analytics Masters - Budapest, Febr 2020
Avatar for szilard szilard
0
340
Better than My Meetup/Conference Talks: Going Deeper in Various GBM Topics - GBM Advanced Workshop - Budapest, Nov 2019
Avatar for szilard szilard
0
120
Gradient Boosting Machines (GBM): From Zero to Hero (with R and Python Code) - Budapest BI Forum, Budapest, Nov 2019
Avatar for szilard szilard
0
170
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
160
Better than Deep Learning: Gradient Boosting Machines (GBM) / 2019 edition - Budapest R and Data Science Meetups - Budapest, June 2019
Avatar for szilard szilard
0
140
Better than Deep Learning: Gradient Boosting Machines (GBM) / 2019 edition - LA R Meetup - Santa Monica, May 2019
Avatar for szilard szilard
0
38

Other Decks in Technology

See All in Technology
Digital Credentials API × OpenID4VP ブラウザ完結型本人確認の実装知見（OAuth/OIDC Numa (Immersion) Workshop 2026）
Avatar for OpenID Foundation Japan oidfj
PRO
0
280
internal/testlog で遊ぼう
Avatar for rokuosan rokuosan
0
240
dbt と Snowflake と tag
Avatar for Kosaku Ono kevinrobot34
1
250
The Django UUID Story - DjangoCon US 2026
Avatar for Paolo Melchiorre pauloxnet
0
260
暗号化？某ファイルストレージはどうなるの！？ 3rd Partyとうまく付き合う秘密度ラベル設計
Avatar for Kaz Asada | しがない情シス kasada
0
200
RapidCopy2 Matrix I/Oエンジンによるファイルコピーソフトウェアの設計と実装
Avatar for Kengo Sawatsu kengosawa2
1
420
8bit CPU 2026
Avatar for KOBA789 koba789
7
2.9k
tamachi.go 誕生の裏側
Avatar for ryoji miyamoto rymiyamoto
1
210
AI駆動開発はどこまで来たのか？ ファインディの最新実態調査で読み解く現在地 Devin Con Tokyo
Avatar for Go-yamada akiratom
2
1.3k
みてねにおけるAI-DLC導入活動とAIドリブン開発の現在地/JAWS-UG AI-DLC #2
Avatar for Isao Shimizu isaoshimizu
2
210
AWSとGitHub Actionsの責任境界と 組織で安全に使用する取り組み
Avatar for Nealle nealle
0
160
500名弱規模の組織のPythonプロジェクト(dbt) をどう管理するか？
Avatar for Noriaki Hiraki hiracky16
0
200

Featured

See All Featured
Building the Perfect Custom Keyboard
Avatar for Naoto Takai takai
2
850
AI in Enterprises - Java and Open Source to the Rescue
Avatar for ivargrimstad ivargrimstad
0
1.4k
Making the Leap to Tech Lead
Avatar for Ryan Cromwell cromwellryan
135
10k
The Illustrated Children's Guide to Kubernetes
Avatar for Chris Short chrisshort
51
53k
Statistics for Hackers
Avatar for Jake VanderPlas jakevdp
799
230k
Understanding Cognitive Biases in Performance Measurement
Avatar for Philip Tellis bluesmoon
32
3k
Abbi's Birthday
Avatar for Violet Bock coloredviolet
3
9.5k
We Analyzed 250 Million AI Search Results: Here's What I Found
Avatar for Josh Blyskal joshbly
1
1.9k
Side Projects
Avatar for Sacha Greif sachag
455
43k
A Tale of Four Properties
Avatar for Chris Coyier chriscoyier
163
24k
Building an army of robots
Avatar for Kyle Neath kneath
306
46k
The Psychology of Web Performance [Beyond Tellerrand 2023]
Avatar for Tammy Everts tammyeverts
49
3.5k

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