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〖课程目录〗:" b/ J) o8 f* k; [( L5 e$ w' ~& p- ?. h: G
P1Review: Basic Structures for Deep Learning Models (Part I)
/ {/ p( l8 P6 V6 B: \% q' A; f" p P2Review: Basic Structures for Deep Learning Models (Part II)7 K; I: F4 s4 r, }; b% Q2 G6 Y# d* A
. Z" v; ]# I; _1 s) ^8 L P3Computational Graph & Backpropagation7 q3 m+ g; e9 \* Q2 A/ g
P4Deep Learning for Language Modeling( T( s8 W3 H$ ^1 ]$ ]" @9 `# |% Q5 c
P5Spatial Transformer Layer
4 A4 B5 I4 a/ y: [6 h5 J: ^ P6Highway Network & Grid LSTM
) c) [% P) t+ \ P7Recursive Network* e3 b/ N ?( J \
4 O+ x! h' c8 W6 M, U+ V0 C P8Conditional Generation by RNN & Attention) h& Q) _( c- [3 E
P9Pointer Network - YouTube (HD)
$ F$ R; m x0 c P10Batch Normalization# ~. [+ z7 d8 i1 q) z& A/ ?8 {, n/ S" _
P11SELU - YouTube (HD)* A! s6 F! ~ k% x+ [0 Q) v% @4 [. o1 Z# j
P12Capsule - YouTube (HD)5 h4 v) d1 d: q7 X Q ^5 J; M
P13Tuning Hyperparameters - YouTube (HD)$ W7 C9 T! |: G1 |
P14Interesting things about deep learning - YouTube (HD)! h! I& ` n% i% b6 D& q
) T- B5 A* r( }, v) ?1 q; ] P15Generative Adversarial Network, H. [5 L% S$ H8 O I
. E1 a( e5 w% r. f! h/ c% c) u P16Improved Generative Adversarial Network \( W- H7 h; P9 }" o
P17RL and GAN for Sentence Generation and Chat-bot/ f5 t& r; _; O5 s
6 v7 A! k2 S+ |" G( J, { P18機械学習で美少女化 _ あるいはNEW GAME! の世界 - YouTube (HD)* z/ W& L- o9 z( W
P19Imitation Learning9 k; z9 B; G5 h. X$ b" A% h' R' b1 ]* \
P20Evaluation of Generative Models
- D( j3 w Y8 z8 C P21Ensemble of GAN3 h3 }8 u5 ^' V" _
P22Energy-based GAN
^5 i' g& }! W& s% Z P23Video Generation by GAN
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* Q k: a# u' { P25Gated RNN and Sequence Generation (Reco* ~0 m. b1 L, e/ r( {/ D0 e* U( J
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2 q. _4 N. u2 \/ i资源下载地址和密码(百度云盘): [/hide] 百度网盘信息回帖可见
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