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
150
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
230
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
170
Gradient Boosting Machines (GBM): From Zero to Hero (with R and Python Code) - LA Data Science Meetup - February 2020
Avatar for szilard szilard
0
140
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
110
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
130
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
小さく始める AI 活用推進 ― 日経電子版 Web チームの事例/nikkei-tech-talk47
Avatar for 日本経済新聞社 エンジニア採用事務局 nikkei_engineer_recruiting
0
270
人材育成分科会.pdf
Avatar for _awache _awache
4
270
エラーバジェットのアラートのタイミングを考える.pdf
Avatar for KairiM kairim0
0
150
2026TECHFRESH畢業分享會 - 葬送的通靈師：化系統與用戶雜訊成行動訊號
Avatar for LINE Developers Taiwan line_developers_tw
PRO
0
1.1k
アジャイルな経理と Claude Code と 経営の未来
Avatar for Yasunobu Kawaguchi kawaguti
PRO
3
150
フィジカル版Github Onshapeの紹介
Avatar for shiba_8ro shiba_8ro
0
270
2026TECHFRESH畢業分享會 - Lightning Talk - 打造精準高效的 MCP 設計模式與測試實務
Avatar for LINE Developers Taiwan line_developers_tw
PRO
0
1.1k
入門！AWS Blocks
Avatar for Yosuke Suzuki ysuzuki
1
140
Socrates × Looker　〜セマンティックレイヤーで進化するデータ分析エージェント〜
Avatar for Uchide Hiroki(ucchi-) hanon52_
3
2.4k
Bedrock AgentCore RuntimeでAuth0 Changelog調査AIをアップグレードした話
Avatar for t.t t5u8a5a
1
160
200個のGitHubリポジトリを横断調査したかった
Avatar for Issei.Komori icck
0
130
Claude Codeとのおしゃべりでセマンティックモデルの定義からダッシュボード作成まで完成させる
Avatar for Satono Sugiyama nic_sugiyama
0
120

Featured

See All Featured
How Fast Is Fast Enough? [PerfNow 2025]
Avatar for Tammy Everts tammyeverts
3
610
The agentic SEO stack - context over prompts
Avatar for schlessera schlessera
0
820
Lightning Talk: Beautiful Slides for Beginners
Avatar for Ines Montani inesmontani
PRO
2
580
AI in Enterprises - Java and Open Source to the Rescue
Avatar for ivargrimstad ivargrimstad
0
1.3k
Learning to Love Humans: Emotional Interface Design
Avatar for Aarron Walter aarron
275
41k
Organizational Design Perspectives: An Ontology of Organizational Design Elements
Avatar for Dr. Kim W Petersen kimpetersen
PRO
1
720
Put a Button on it: Removing Barriers to Going Fast.
Avatar for kastner kastner
60
4.3k
Utilizing Notion as your number one productivity tool
Avatar for Mfonobong Umondia mfonobong
4
320
Conquering PDFs: document understanding beyond plain text
Avatar for Ines Montani inesmontani
PRO
4
2.8k
Bootstrapping a Software Product
Avatar for Garrett Dimon garrettdimon
PRO
307
120k
Believing is Seeing
Avatar for Spiro Bolos oripsolob
1
150
Designing Powerful Visuals for Engaging Learning
Avatar for Mike Taylor tmiket
1
410

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