Newcomer520/dl-reference

dl-reference

(conditional) (W)GAN

• tf training stackoverflow
• document with tf code
• sample code
• stargan
• cramer gan
• nvidia gan
• EFFICIENT GAN-BASED ANOMALY DETECTION
• ADVERSARIAL FEATURE LEARNING

tensorflow

• variable scope
• import images in tf.train.batch
• graphs for training/testing dataset
• freeze partial variables
• save/restore with dataset
• ema, exponential moving average
• name_scope vs variable_scope
• saved model
• use training/validation dataset in the training phase
• Frozen graph with variables:

python -m tensorflow.python.tools.freeze_graph \
--input_checkpoint ./model.ckpt \
--input_graph ./nasnet_inf_graph.pb \
--input_binary True \
--output_graph ./frozen_graph.pb

• training on multi gpus
• restore different names of variables

augmentation

• imaug

word2vec

• structured data document
• lda doc

capsulenet

• youtube intro
• doc intro

dl learning resource

• goodfellow youtube
• many

deep reinforcement learning

• atari paper

utility

• tsne

pedestrian detection

• standford
• 【论文笔记】In Defense of the Triplet Loss for Person Re-Identification

attention, memory

others

• best 2017
• alpha zero and keras

decision tree

ID3 c4.5