tensorflow--神经网络--汇总

官网: https://tensorflow.google.cn/api_guides/python/nn?hl=zh-cn#Normalization

(待整理)

一、Activation Functions

  • tf.nn.relu
  • tf.nn.relu6
  • tf.nn.crelu
  • tf.nn.elu
  • tf.nn.selu
  • tf.nn.softplus
  • tf.nn.softsign
  • tf.nn.dropout
  • tf.nn.bias_add
  • tf.sigmoid
  • tf.tanh

二、 Convolution

  • tf.nn.convolution
  • tf.nn.conv2d
  • tf.nn.depthwise_conv2d
  • tf.nn.depthwise_conv2d_native
  • tf.nn.separable_conv2d
  • tf.nn.atrous_conv2d
  • tf.nn.atrous_conv2d_transpose
  • tf.nn.conv2d_transpose
  • tf.nn.conv1d
  • tf.nn.conv3d
  • tf.nn.conv3d_transpose
  • tf.nn.conv2d_backprop_filter
  • tf.nn.conv2d_backprop_input
  • tf.nn.conv3d_backprop_filter_v2
  • tf.nn.depthwise_conv2d_native_backprop_filter
  • tf.nn.depthwise_conv2d_native_backprop_input*

三、 Pooling

  • tf.nn.avg_pool
  • tf.nn.max_pool
  • tf.nn.max_pool_with_argmax
  • tf.nn.avg_pool3d
  • tf.nn.max_pool3d
  • tf.nn.fractional_avg_pool
  • tf.nn.fractional_max_pool
  • tf.nn.pool*

四、Morphological filtering

  • tf.nn.dilation2d
  • tf.nn.erosion2d
  • tf.nn.with_space_to_batch*

五、 Normalization

  • tf.nn.l2_normalize
  • tf.nn.local_response_normalization
  • tf.nn.sufficient_statistics
  • tf.nn.normalize_moments
  • tf.nn.moments
  • tf.nn.weighted_moments
  • tf.nn.fused_batch_norm
  • tf.nn.batch_normalization
  • tf.nn.batch_norm_with_global_normalization*

六、Losses

  • tf.nn.l2_loss
  • tf.nn.log_poisson_loss*

七、Classification

  • tf.nn.sigmoid_cross_entropy_with_logits
  • tf.nn.softmax
  • tf.nn.log_softmax
  • tf.nn.softmax_cross_entropy_with_logits
  • tf.nn.softmax_cross_entropy_with_logits_v2
  • tf.nn.sparse_softmax_cross_entropy_with_logits
  • tf.nn.weighted_cross_entropy_with_logits

八、Embeddings

  • tf.nn.embedding_lookup
  • tf.nn.embedding_lookup_sparse*

九、Recurrent Neural Networks

  • tf.nn.dynamic_rnn
  • tf.nn.bidirectional_dynamic_rnn
  • tf.nn.raw_rnn*

十、Connectionist Temporal Classification (CTC)

  • tf.nn.ctc_loss
  • tf.nn.ctc_greedy_decoder
  • tf.nn.ctc_beam_search_decoder*

十一、Evaluation

  • tf.nn.top_k
  • tf.nn.in_top_k

十二、Sampled Loss Functions

  • tf.nn.nce_loss
  • tf.nn.sampled_softmax_loss

十三、Candidate Samplers

  • tf.nn.uniform_candidate_sampler
  • tf.nn.log_uniform_candidate_sampler
  • tf.nn.learned_unigram_candidate_sampler
  • tf.nn.fixed_unigram_candidate_sampler

十五、Miscellaneous candidate sampling utilities

  • tf.nn.compute_accidental_hits

十六 Quantization ops

  • tf.nn.quantized_conv2d
  • tf.nn.quantized_relu_x
  • tf.nn.quantized_max_pool
  • tf.nn.quantized_avg_pool
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