Ce diaporama a bien été signalé.
Nous utilisons votre profil LinkedIn et vos données d’activité pour vous proposer des publicités personnalisées et pertinentes. Vous pouvez changer vos préférences de publicités à tout moment.

Recurrent Neural Network tutorial (2nd)

1 396 vues

Publié le

ujava.org workshop : Recurrent Neural Network , RNN tutorial , LSTM, GRU, BPTT

Publié dans : Données & analyses
  • DOWNLOAD FULL BOOKS, INTO AVAILABLE FORMAT ......................................................................................................................... ......................................................................................................................... 1.DOWNLOAD FULL. PDF EBOOK here { https://tinyurl.com/y6a5rkg5 } ......................................................................................................................... 1.DOWNLOAD FULL. EPUB Ebook here { https://tinyurl.com/y6a5rkg5 } ......................................................................................................................... 1.DOWNLOAD FULL. doc Ebook here { https://tinyurl.com/y6a5rkg5 } ......................................................................................................................... 1.DOWNLOAD FULL. PDF EBOOK here { https://tinyurl.com/y6a5rkg5 } ......................................................................................................................... 1.DOWNLOAD FULL. EPUB Ebook here { https://tinyurl.com/y6a5rkg5 } ......................................................................................................................... 1.DOWNLOAD FULL. doc Ebook here { https://tinyurl.com/y6a5rkg5 } ......................................................................................................................... ......................................................................................................................... ......................................................................................................................... .............. Browse by Genre Available eBooks ......................................................................................................................... Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult,
       Répondre 
    Voulez-vous vraiment ?  Oui  Non
    Votre message apparaîtra ici
  • DOWNLOAD FULL eBOOK INTO AVAILABLE FORMAT ......................................................................................................................... ......................................................................................................................... 1.DOWNLOAD FULL. PDF eBook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. EPUB eBook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. doc eBook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. PDF eBook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. EPUB eBook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. doc eBook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... ......................................................................................................................... ......................................................................................................................... .............. Browse by Genre Available eBooks ......................................................................................................................... Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, CookeBOOK Crime, eeBOOK Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult,
       Répondre 
    Voulez-vous vraiment ?  Oui  Non
    Votre message apparaîtra ici
  • DOWNLOAD FULL eBOOK INTO AVAILABLE FORMAT ......................................................................................................................... ......................................................................................................................... 1.DOWNLOAD FULL. PDF eBook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. EPUB eBook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. doc eBook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. PDF eBook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. EPUB eBook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. doc eBook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... ......................................................................................................................... ......................................................................................................................... .............. Browse by Genre Available eBooks ......................................................................................................................... Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, CookeBOOK Crime, eeBOOK Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult,
       Répondre 
    Voulez-vous vraiment ?  Oui  Non
    Votre message apparaîtra ici

Recurrent Neural Network tutorial (2nd)

  1. 1. Recurrent Neural Network (2nd) ujava.org workshop 2016-10-03 www.idosi.com CEO 강신동 Shindong KANG (주)지능도시
  2. 2. www.idosi.comujava.org
  3. 3. www.idosi.comspaceapi.org
  4. 4. www.idosi.comRecurrent Stream (순환류)
  5. 5. www.idosi.comRecurrent Iteration
  6. 6. www.idosi.comConvergence & Attractor (수렴 & 끌개)
  7. 7. www.idosi.comDivergence (발산)
  8. 8. www.idosi.comCobweb (거미줄망)
  9. 9. www.idosi.comCobweb Plot (Cobweb Diagram)
  10. 10. www.idosi.comElman Recurrent Neural Network
  11. 11. www.idosi.comJordan Recurrent Neural Network
  12. 12. www.idosi.comSequence data
  13. 13. www.idosi.comRNN
  14. 14. www.idosi.comRNN (hidden state, h)
  15. 15. www.idosi.comRNN
  16. 16. www.idosi.comRNN
  17. 17. www.idosi.comVanilla word Vanilla Common Euphemism (완곡어구) for “regular” or “without any fancy stuff” JFYI: fancy stuff (장식 재료)
  18. 18. www.idosi.comVanilla RNN
  19. 19. www.idosi.comOne-hot encoding
  20. 20. www.idosi.comSoftmax
  21. 21. www.idosi.comLighten Softmax
  22. 22. www.idosi.comCharacter Level Language Model
  23. 23. www.idosi.comInput Vector
  24. 24. www.idosi.comCLLM Vanilla RNN
  25. 25. www.idosi.comCLLM Vanilla RNN
  26. 26. www.idosi.comCLLM Vanilla RNN
  27. 27. www.idosi.comRNN
  28. 28. www.idosi.comOne to one
  29. 29. www.idosi.comOne to many (image captioning)
  30. 30. www.idosi.comMany to one (sentiment, 감정 분류)
  31. 31. www.idosi.comMany to many
  32. 32. www.idosi.comMany to many (video captioning)
  33. 33. www.idosi.comDeep Learning for Music Composition
  34. 34. www.idosi.comRNN hand writing recognition
  35. 35. www.idosi.comcaptioning
  36. 36. www.idosi.comMulti-Layer RNN
  37. 37. www.idosi.comBPTT (Back-Propagation Through Time)
  38. 38. www.idosi.comDeep Gradient by gradients multiply
  39. 39. www.idosi.comExploding Gradient & Vanishing Gradient
  40. 40. www.idosi.comExploding Gradients : Gradient Clipping
  41. 41. www.idosi.comVanishing Gradients : memory loss
  42. 42. www.idosi.comRNN Weights
  43. 43. www.idosi.comError of BPTT
  44. 44. www.idosi.comCost function of BPTT
  45. 45. www.idosi.comOuter Product of vector
  46. 46. www.idosi.comBPTT of V
  47. 47. www.idosi.comBPTT of W
  48. 48. www.idosi.comBPTT of W
  49. 49. www.idosi.comBPTT sum
  50. 50. www.idosi.comBidirectional RNN
  51. 51. www.idosi.comDeep Bidirectional RNN
  52. 52. www.idosi.comSigmoid function
  53. 53. www.idosi.comDerivative of sigmoid function
  54. 54. www.idosi.comHyperbolic tangent function
  55. 55. www.idosi.comLSTM & GRU computing target
  56. 56. www.idosi.comLSTM concept
  57. 57. www.idosi.comLSTM (Long-Short Term Memory) Sc = cell state h = activation function Yc = cell output
  58. 58. www.idosi.comLSTM (Long-Short Term Memory)
  59. 59. www.idosi.comLSTM (Long-Short Term Memory)
  60. 60. www.idosi.comLSTM equations
  61. 61. www.idosi.comLSTM to simple RNN
  62. 62. www.idosi.comLSTM with step delay n-th layer k-th cell 1 : step delay Learn if input gate and output gate ON
  63. 63. www.idosi.comGRU concept
  64. 64. www.idosi.comGRU concept r : reset gate , 1 = input level z : update gate , 0 = fully new update
  65. 65. www.idosi.comGRU (Gated Recurrent Unit, Dr Cho)
  66. 66. www.idosi.comGRU equations
  67. 67. www.idosi.comLSTM GRU RNN activation function No Good Good
  68. 68. www.idosi.comLSTM & GRU
  69. 69. www.idosi.comLSTM & GRU multilayer
  70. 70. www.idosi.com Thank you ! (주)지능도시 Intelligent City Ltd. 강신동 Shindong KANG www.idosi.com ceo@idosi.com

×