Upgrade to Pro — share decks privately, control downloads, hide ads and more …
Sign up for free

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
260
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
350
Better than My Meetup/Conference Talks: Going Deeper in Various GBM Topics - GBM Advanced Workshop - Budapest, Nov 2019
Avatar for szilard szilard
0
130
Gradient Boosting Machines (GBM): From Zero to Hero (with R and Python Code) - Budapest BI Forum, Budapest, Nov 2019
Avatar for szilard szilard
0
180
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
170
Better than Deep Learning: Gradient Boosting Machines (GBM) / 2019 edition - Budapest R and Data Science Meetups - Budapest, June 2019
Avatar for szilard szilard
0
150
Better than Deep Learning: Gradient Boosting Machines (GBM) / 2019 edition - LA R Meetup - Santa Monica, May 2019
Avatar for szilard szilard
0
53

Other Decks in Technology

See All in Technology
契約で守るコンパウンドプロダクトのデザインシステム
Avatar for Yuji Yamaguchi yug1224
1
1.4k
LLM Content Moderationを支える評価・改善ループの実践
Avatar for suikabar suikabar
2
360
FinOps Agentが生んだ技術負債:コスト自動調査の落とし穴と解消までの道のり
Avatar for T.REX oasis1994liveforever
3
300
ポケモン対戦を自動で記録して振り返ろう
Avatar for Yusuke Fukasawa fufufukakaka
0
410
QAエンジニアがSoutherを使ってみたの〜10分でわかるSouther〜
Avatar for リリカル mhlyc
0
120
LLM-as-a-Judgeは本当に信頼できるのか――評価器を評価する話
Avatar for Takaaki Yayoi taka_aki
3
1.1k
AI駆動開発における開発環境のセキュリティの考え方
Avatar for Hiroki YAMAMOTO yamahiro
2
620
推論基盤と Scale-Up Interconnect の現状と制約から俯瞰する技術動向
Avatar for Masayuki Kobayashi markunet
2
220
アカウント統制の健康診断
Avatar for KenichiNakamura kenichinakamura
1
200
Metadata - Section 2: Simple Metadata & Meta Tags
Avatar for mohab soliman mohab1
0
140
なぜAI時代に技術記事を書くのか？どう書くのか？ 〜bunの場合〜
Avatar for KNOWLEDGE WORK / 株式会社ナレッジワーク kworkdev
PRO
0
130
Teaching Python with three kinds of AI
Avatar for Reuven M. Lerner reuven
0
120

Featured

See All Featured
AI: The stuff that nobody shows you
Avatar for John Nunemaker jnunemaker
PRO
10
1.2k
We Have a Design System, Now What?
Avatar for Morgane Peng morganepeng
55
8.4k
A designer walks into a library…
Avatar for Paul Jervis Heath pauljervisheath
211
25k
Building AI with AI
Avatar for Ines Montani inesmontani
PRO
1
1.3k
Marketing to machines
Avatar for Jono Alderson jonoalderson
1
5.9k
The Cost Of JavaScript in 2023
Avatar for Addy Osmani addyosmani
55
10k
The Web Performance Landscape in 2024 [PerfNow 2024]
Avatar for Tammy Everts tammyeverts
12
1.3k
Impact Scores and Hybrid Strategies: The future of link building
Avatar for Tamara Novitovic tamaranovitovic
0
470
What’s in a name? Adding method to the madness
Avatar for The Alliance productmarketing
PRO
24
4.2k
Unlocking the hidden potential of vector embeddings in international SEO
Avatar for Frank van Dijk frankvandijk
0
1k
Evolving SEO for Evolving Search Engines
Avatar for Ryan Jones ryanjones
0
330
Discover your Explorer Soul
Avatar for Emna emna__ayadi
2
1.3k

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