# paddlepaddle **URL:** https://d2l.discourse.group/c/chinese-version/paddlepaddle/22.md [Latest](https://d2l.discourse.group/latest.md) · [Categories](https://d2l.discourse.group/categories.md) --- ## [About the paddlepaddle category](https://d2l.discourse.group/t/about-the-paddlepaddle-category/11596)
**Author:** [@astonzhang](https://d2l.discourse.group/u/astonzhang)\ **Replies:** 0
--- ## [数据预处理](https://d2l.discourse.group/t/topic/11681)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 5\ **Last updated:** [September 18, 2025, 7:01am UTC](https://d2l.discourse.group/t/topic/11681 "2025-09-18T07:01:45Z")
https://zh.d2l.ai/chapter\_preliminaries/pandas.html --- ## [数据操作](https://d2l.discourse.group/t/topic/11680)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 1\ **Last updated:** [August 9, 2024, 11:30am UTC](https://d2l.discourse.group/t/topic/11680 "2024-08-09T11:30:28Z")
https://zh.d2l.ai/chapter\_preliminaries/ndarray.html --- ## [网络中的网络（NiN）](https://d2l.discourse.group/t/nin/11790)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 2\ **Last updated:** [January 12, 2023, 3:02pm UTC](https://d2l.discourse.group/t/nin/11790 "2023-01-12T15:02:43Z")
https://zh.d2l.ai/chapter\_convolutional-modern/nin.html --- ## [自然语言推断：微调BERT](https://d2l.discourse.group/t/bert/11831)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 21, 2022, 1:26pm UTC](https://d2l.discourse.group/t/bert/11831 "2022-11-21T13:26:24Z")
https://zh.d2l.ai/chapter\_natural-language-processing-applications/natural-language-inference-bert.html --- ## [多GPU的简洁实现](https://d2l.discourse.group/t/gpu/11861)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:52am UTC](https://d2l.discourse.group/t/gpu/11861 "2022-11-22T01:52:05Z")
https://zh.d2l.ai/chapter\_computational-performance/multiple-gpus-concise.html --- ## [多GPU训练](https://d2l.discourse.group/t/gpu/11860)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:51am UTC](https://d2l.discourse.group/t/gpu/11860 "2022-11-22T01:51:39Z")
https://zh.d2l.ai/chapter\_computational-performance/multiple-gpus.html --- ## [自动并行](https://d2l.discourse.group/t/topic/11859)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:51am UTC](https://d2l.discourse.group/t/topic/11859 "2022-11-22T01:51:12Z")
https://zh.d2l.ai/chapter\_computational-performance/auto-parallelism.html --- ## [异步计算](https://d2l.discourse.group/t/topic/11858)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:50am UTC](https://d2l.discourse.group/t/topic/11858 "2022-11-22T01:50:51Z")
https://zh.d2l.ai/chapter\_computational-performance/async-computation.html --- ## [编译器和解释器](https://d2l.discourse.group/t/topic/11857)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:50am UTC](https://d2l.discourse.group/t/topic/11857 "2022-11-22T01:50:19Z")
https://zh.d2l.ai/chapter\_computational-performance/hybridize.html --- ## [学习率调度器](https://d2l.discourse.group/t/topic/11856)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:49am UTC](https://d2l.discourse.group/t/topic/11856 "2022-11-22T01:49:48Z")
https://zh.d2l.ai/chapter\_optimization/lr-scheduler.html --- ## [Adam算法](https://d2l.discourse.group/t/adam/11855)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:49am UTC](https://d2l.discourse.group/t/adam/11855 "2022-11-22T01:49:24Z")
https://zh.d2l.ai/chapter\_optimization/adam.html --- ## [Adadelta](https://d2l.discourse.group/t/adadelta/11854)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:49am UTC](https://d2l.discourse.group/t/adadelta/11854 "2022-11-22T01:49:02Z")
https://zh.d2l.ai/chapter\_optimization/adadelta.html --- ## [RMSProp算法](https://d2l.discourse.group/t/rmsprop/11853)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:48am UTC](https://d2l.discourse.group/t/rmsprop/11853 "2022-11-22T01:48:34Z")
https://zh.d2l.ai/chapter\_optimization/rmsprop.html --- ## [AdaGrad算法](https://d2l.discourse.group/t/adagrad/11852)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:47am UTC](https://d2l.discourse.group/t/adagrad/11852 "2022-11-22T01:47:48Z")
https://zh.d2l.ai/chapter\_optimization/adagrad.html --- ## [动量法](https://d2l.discourse.group/t/topic/11851)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:47am UTC](https://d2l.discourse.group/t/topic/11851 "2022-11-22T01:47:24Z")
https://zh.d2l.ai/chapter\_optimization/momentum.html --- ## [小批量随机梯度下降](https://d2l.discourse.group/t/topic/11850)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:47am UTC](https://d2l.discourse.group/t/topic/11850 "2022-11-22T01:47:00Z")
https://zh.d2l.ai/chapter\_optimization/minibatch-sgd.html --- ## [随机梯度下降](https://d2l.discourse.group/t/topic/11849)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:46am UTC](https://d2l.discourse.group/t/topic/11849 "2022-11-22T01:46:17Z")
https://zh.d2l.ai/chapter\_optimization/sgd.html --- ## [梯度下降](https://d2l.discourse.group/t/topic/11848)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:45am UTC](https://d2l.discourse.group/t/topic/11848 "2022-11-22T01:45:58Z")
https://zh.d2l.ai/chapter\_optimization/gd.html --- ## [凸性](https://d2l.discourse.group/t/topic/11847)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:45am UTC](https://d2l.discourse.group/t/topic/11847 "2022-11-22T01:45:32Z")
https://zh.d2l.ai/chapter\_optimization/convexity.html --- ## [优化和深度学习](https://d2l.discourse.group/t/topic/11846)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:45am UTC](https://d2l.discourse.group/t/topic/11846 "2022-11-22T01:45:01Z")
https://zh.d2l.ai/chapter\_optimization/optimization-intro.html --- ## [Transformer](https://d2l.discourse.group/t/transformer/11845)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:44am UTC](https://d2l.discourse.group/t/transformer/11845 "2022-11-22T01:44:32Z")
https://zh.d2l.ai/chapter\_attention-mechanisms/transformer.html --- ## [自注意力和位置编码](https://d2l.discourse.group/t/topic/11844)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:44am UTC](https://d2l.discourse.group/t/topic/11844 "2022-11-22T01:44:04Z")
https://zh.d2l.ai/chapter\_attention-mechanisms/self-attention-and-positional-encoding.html --- ## [多头注意力](https://d2l.discourse.group/t/topic/11843)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:43am UTC](https://d2l.discourse.group/t/topic/11843 "2022-11-22T01:43:40Z")
https://zh.d2l.ai/chapter\_attention-mechanisms/multihead-attention.html --- ## [Bahdanau 注意力](https://d2l.discourse.group/t/bahdanau/11842)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:43am UTC](https://d2l.discourse.group/t/bahdanau/11842 "2022-11-22T01:43:10Z")
https://zh.d2l.ai/chapter\_attention-mechanisms/bahdanau-attention.html --- ## [注意力评分函数](https://d2l.discourse.group/t/topic/11841)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:42am UTC](https://d2l.discourse.group/t/topic/11841 "2022-11-22T01:42:43Z")
https://zh.d2l.ai/chapter\_attention-mechanisms/attention-scoring-functions.html --- ## [注意力汇聚：Nadaraya-Watson 核回归](https://d2l.discourse.group/t/nadaraya-watson/11840)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:42am UTC](https://d2l.discourse.group/t/nadaraya-watson/11840 "2022-11-22T01:42:12Z")
https://zh.d2l.ai/chapter\_attention-mechanisms/nadaraya-waston.html --- ## [注意力提示](https://d2l.discourse.group/t/topic/11839)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:41am UTC](https://d2l.discourse.group/t/topic/11839 "2022-11-22T01:41:37Z")
https://zh.d2l.ai/chapter\_attention-mechanisms/attention-cues.html --- ## [序列到序列学习](https://d2l.discourse.group/t/topic/11838)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:40am UTC](https://d2l.discourse.group/t/topic/11838 "2022-11-22T01:40:52Z")
https://zh.d2l.ai/chapter\_recurrent-modern/seq2seq.html --- ## [编码器-解码器架构](https://d2l.discourse.group/t/topic/11837)
**Author:** [@w5688414](https://d2l.discourse.group/u/w5688414)\ **Replies:** 0\ **Last updated:** [November 22, 2022, 1:40am UTC](https://d2l.discourse.group/t/topic/11837 "2022-11-22T01:40:21Z")
https://zh.d2l.ai/chapter\_recurrent-modern/encoder-decoder.html [Next page](https://d2l.discourse.group/c/chinese-version/paddlepaddle/22.md?page=1)