Better than Deep Learning: Gradient Boosting Machines (GBM) / 2019 edition - LA R Meetup - Santa Monica, May 2019

Ce8e94cc306ba164175f693fb01aa8b0?s=47 szilard
May 29, 2019
0
5

Better than Deep Learning: Gradient Boosting Machines (GBM) / 2019 edition - LA R Meetup - Santa Monica, May 2019

Ce8e94cc306ba164175f693fb01aa8b0?s=128

szilard

May 29, 2019
Tweet

More Decks by szilard

See All by szilard
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
68
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
16
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
37
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
16
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
24
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
16
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
86
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
74
Ce8e94cc306ba164175f693fb01aa8b0?s=48 szilard
0
13

Featured

See All Featured
91cefdf141106fa10674aae74ce05890?s=48 yeseniaperezcruz
296
30k
2bb923c57a1fdc3a2eb484bb8d565fd2?s=48 ufuk
55
5.2k
A9704266587836f7e784235e5073b93e?s=48 jmmastey
1
62
E190023b66e2b8aa73a842b106920c93?s=48 zenorocha
295
39k
465724d73fe3a92c0879fdfb43a3a6f3?s=48 philhawksworth
189
17k
3d4519fd34b76fb265fc0237f3792bd4?s=48 danielanewman
196
19k
9128d500301ae51524e887bb680f471d?s=48 caitiem20
300
16k
7edec06b5435e0dac07a353b2cc26253?s=48 geeforr
330
29k
61857dafbd287b3027c4dcea9008ad3c?s=48 carmenhchung
13
790
C35e01544a0dd94a2cf1619ee8a42ebb?s=48 clairelew
7
1.1k
6804f1775cb4babfcc3851298566fbce?s=48 tanoku
84
8.3k
8081b26e05bb4354f7d65ffc34cbbd67?s=48 chriscoyier
681
180k

Transcript

  1. Better than Deep Learning: Gradient Boosting Machines (GBM) - 2019

    edition Szilard Pafka, PhD Chief Scientist, Epoch LA West R Meetup, Santa Monica May 2019
  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. None
  32. None
  33. None
  34. None
  35. None

  36. Source: Hastie etal, ESL 2ed

  37. Source: Hastie etal, ESL 2ed

  38. Source: Hastie etal, ESL 2ed

  39. Source: Hastie etal, ESL 2ed

  40. None
  41. None
  42. None
  43. None
  44. None
  45. None

  46. 10x

  47. None
  48. None
  49. None

  50. 10x

  51. 10x

  52. None
  53. None
  54. None
  55. None
  56. None
  57. None
  58. None
  59. None
  60. None
  61. None
  62. None
  63. None
  64. None
  65. None
  66. None
  67. None
  68. None
  69. None
  70. None
  71. None
  72. None
  73. None
  74. None
  75. None
  76. None
  77. None
  78. None
  79. None
  80. None
  81. None
  82. None
  83. None
  84. None
  85. None
  86. None
  87. None
  88. None
  89. None
  90. None
  91. None

  92. http://www.jmlr.org/papers/volume13/bergstra12a/bergstra12a.pdf

  93. http://www.argmin.net/2016/06/20/hypertuning/

  94. None
  95. None
  96. None
  97. None
  98. None
  99. None
  100. None
  101. None
  102. None
  103. None
  104. None
  105. None
  106. None
  107. None
  108. None
  109. None

  110. *

  111. None

  112. no-one is using this crap

  113. (2018)

  114. (2018)

  115. None

  116. Source: https://www.linkedin.com/pulse/winning-solution-kaggledays-2019-competition-san-francisco-mark-peng/

  117. Source: https://www.linkedin.com/pulse/winning-solution-kaggledays-2019-competition-san-francisco-mark-peng/

  118. Source: https://www.linkedin.com/pulse/winning-solution-kaggledays-2019-competition-san-francisco-mark-peng/

  119. Source: https://www.linkedin.com/pulse/winning-solution-kaggledays-2019-competition-san-francisco-mark-peng/

  120. Source: https://www.linkedin.com/pulse/winning-solution-kaggledays-2019-competition-san-francisco-mark-peng/

  121. Source: https://www.linkedin.com/pulse/winning-solution-kaggledays-2019-competition-san-francisco-mark-peng/

  122. None

  123. More:

  124. None