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〖课程目录〗:" b/ J) o8 f* k; [( L6 T' j8 S( k+ }5 e6 K
P1Review: Basic Structures for Deep Learning Models (Part I)
: E& y; ^1 E' f" U6 m P2Review: Basic Structures for Deep Learning Models (Part II)7 K; I: F4 s4 r, }; b% Q2 G6 Y# d* A
: v7 }" e% s6 ^. m v' ]& t$ f P3Computational Graph & Backpropagation/ h) q6 V* A& `) H, C
P4Deep Learning for Language Modeling( T( s8 W3 H$ ^1 ]$ ]
$ u& F! i9 h7 j/ L0 s* h' X P5Spatial Transformer Layer0 e9 c% T" q$ a2 B7 S
P6Highway Network & Grid LSTM
! w. k3 \& ?; q* o P7Recursive Network* e3 b/ N ?( J \
0 r( h0 t4 G. X0 Q P8Conditional Generation by RNN & Attention$ O H9 o3 p; g* e; E! w
P9Pointer Network - YouTube (HD)$ Y! ?; B; }% H( C
P10Batch Normalization# ~. [+ z7 d8 i1 q) z: a5 E% w9 p# F! q
P11SELU - YouTube (HD)
1 h/ Y, \, v+ s3 b n/ f4 v" c4 Z P12Capsule - YouTube (HD)
9 s3 f* T6 W4 t+ R X( | P13Tuning Hyperparameters - YouTube (HD)
. u1 @* ^/ J* u$ B5 I; E P14Interesting things about deep learning - YouTube (HD)! h! I& ` n% i% b6 D& q
) ]( ~6 K% k. F: h$ g' S1 g P15Generative Adversarial Network, H. [5 L% S$ H8 O I+ n9 y) ?$ E2 I0 \$ O. K6 _& x
P16Improved Generative Adversarial Network
3 X$ {' C4 j5 e6 a% p6 b& N P17RL and GAN for Sentence Generation and Chat-bot/ f5 t& r; _; O5 s
$ M9 ^: t0 P/ O/ a' A4 ^8 ] P18機械学習で美少女化 _ あるいはNEW GAME! の世界 - YouTube (HD)
: q# z% d7 R9 Z( u! N# T; [6 s0 O P19Imitation Learning9 k; z9 B; G5 h. X$ b
- X: p( ~2 I* a& e# H( A P20Evaluation of Generative Models
Q+ Z6 w# Y: H- F P21Ensemble of GAN4 \1 m; I0 S% [& T( h! C
P22Energy-based GAN
& k. i6 o9 n+ g0 [* K* v7 V: c P23Video Generation by GAN
& S/ t3 F$ c" ^7 F' I P24A3C5 I0 e: ~8 Q. ~8 g9 y/ |- d% X8 }+ \! ]5 l ^( r1 b9 @
P25Gated RNN and Sequence Generation (Reco
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