Upgrade to Pro — share decks privately, control downloads, hide ads and more …

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

Ce8e94cc306ba164175f693fb01aa8b0?s=47 szilard
June 17, 2020
Technology
0
18

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

Ce8e94cc306ba164175f693fb01aa8b0?s=128

szilard

June 17, 2020
Tweet

More Decks by szilard

See All by szilard
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
32
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
40
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
19
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
100
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
32
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
78
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
23
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
35
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
8

Other Decks in Technology

See All in Technology
00101a1274d1f92977f4e442ef73be86?s=48 ahana
0
140
C4221ba79492601eb59a9ef5d4f4bbaa?s=48 nakamuuu
3
310
7a0bc9670ff654b04d4361a9afd1bba8?s=48 hcrane
3
870
140494d272a4d89883a94fdfdb29dea2?s=48 oracle4engineer
PRO
2
120
Ee4f2266abb0268305431dbbcade59d2?s=48 akifumifukaya
4
1.3k
F73cb07af91c5fe5e1e5abf0f05019bf?s=48 takanorig
0
240
00851927294532e0742c2c174730dff0?s=48 ido_kara_deru
1
110
Cfd6a7b025c390205d1dd8765230bca1?s=48 kiwi26
0
100
A64ac825509279a770c13c6fc517f11a?s=48 kawaguti
PRO
3
410
2bfb16e53b154afc9f141f831b4aaaf2?s=48 narujpn
3
250
1f7f6943810323d2ad8ac736617047d5?s=48 johntitor
0
460
C58d9fc209cfdc0b822f851911110fa6?s=48 coe
4
440

Featured

See All Featured
11c84dff30266b907714802088852677?s=48 jasonvnalue
87
8.3k
1b75d89772b7eea1f6c89fbf362607d9?s=48 moore
128
22k
1177e050db6bafe62885362edf6e3537?s=48 lauravandoore
17
2.1k
E6c6e133e74c3b83f04d2861deaa1c20?s=48 searls
207
38k
C7393b7ba7ec9c8890dd77d209fbb3c9?s=48 maltzj
504
37k
Ecdea9b9714877b86cee08458f085481?s=48 trallard
24
1.1k
465724d73fe3a92c0879fdfb43a3a6f3?s=48 philhawksworth
196
17k
8081b26e05bb4354f7d65ffc34cbbd67?s=48 chriscoyier
780
240k
F68cb25ae3e5c2106997454b13b7737d?s=48 brad_frost
162
6.8k
20bfe76b3d6105641f879fe45cfc9272?s=48 bkeepers
PRO
55
4.7k
20bfe76b3d6105641f879fe45cfc9272?s=48 bkeepers
PRO
324
54k
B83d5b590577969ee79a5ad845411a7d?s=48 ammeep
660
54k

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