19. Ek: Derin Öğrenme Araçları¶
Bu bölümde, Section 19.1 içinde Jupyter dizüstü bilgisayarını tanıtmaktan Section 19.2 içinde Amazon SageMaker, Section 19.3 içindeki Amazon EC2 ve Section 19.4 içindeki Google Colab gibi bulutta eğitim modellerini güçlendirmeye kadar, derin öğrenme için önemli araçlardan yararlanacağız. Ayrıca, kendi GPU’larınızı satın almak isterseniz, Section 19.5 içinde bazı pratik önerilere de dikkat çekiyoruz. Bu kitaba katkıda bulunmakla ilgileniyorsanız, Section 19.6 kısmındaki talimatları takip edebilirsiniz.
- 19.1. Jupyter Kullanımı
- 19.2. Amazon SageMaker’ı Kullanma
- 19.3. AWS EC2 Örneklerini Kullanma
- 19.4. Google Colab Kullanma
- 19.5. Sunucuları ve GPU’ları Seçme
- 19.6. Bu Kitaba Katkıda Bulunmak
- 19.7.
d2lAPI BelgesiAccumulatorAddNormAdditiveAttentionAnimatorAttentionDecoderBERTEncoderBERTModelBPRLossBananasDatasetBenchmarkCTRDatasetDecoderDotProductAttentionEncoderEncoderBlockEncoderDecoderHingeLossbRecMaskLMMaskedSoftmaxCELossMultiHeadAttentionNextSentencePredPositionWiseFFNPositionalEncodingRNNModelRNNModelScratchRandomGeneratorResidualSNLIDatasetSeq2SeqEncoderSeqDataLoaderTimerTokenEmbeddingTransformerEncoderVOCSegDatasetVocabaccuracy()annotate()argmax()assign_anchor_to_bbox()astype()batchify()bbox_to_rect()bleu()box_center_to_corner()box_corner_to_center()box_iou()build_array_nmt()copyfile()corr2d()count_corpus()download()download_all()download_extract()evaluate_accuracy()evaluate_accuracy_gpu()evaluate_accuracy_gpus()evaluate_loss()evaluate_ranking()get_centers_and_contexts()get_data_ch11()get_dataloader_workers()get_fashion_mnist_labels()get_negatives()get_tokens_and_segments()grad_clipping()hit_and_auc()linreg()load_array()load_corpus_time_machine()load_data_bananas()load_data_fashion_mnist()load_data_imdb()load_data_ml100k()load_data_nmt()load_data_ptb()load_data_snli()load_data_time_machine()load_data_voc()load_data_wiki()masked_softmax()multibox_detection()multibox_prior()multibox_target()nms()numpy()offset_boxes()offset_inverse()plot()predict_ch3()predict_ch8()predict_sentiment()predict_seq2seq()predict_snli()preprocess_nmt()read_csv_labels()read_data_bananas()read_data_ml100k()read_data_nmt()read_imdb()read_ptb()read_snli()read_time_machine()read_voc_images()reduce_sum()reorg_test()reorg_train_valid()reshape()resnet18()seq_data_iter_random()seq_data_iter_sequential()set_axes()set_figsize()sgd()show_bboxes()show_heatmaps()show_images()show_list_len_pair_hist()show_trace_2d()size()split_and_load_ml100k()split_batch()split_batch_multi_inputs()split_data_ml100k()squared_loss()subsample()synthetic_data()to()tokenize()tokenize_nmt()train_2d()train_batch_ch13()train_ch11()train_ch13()train_ch3()train_ch6()train_ch8()train_concise_ch11()train_epoch_ch3()train_epoch_ch8()train_ranking()train_recsys_rating()train_seq2seq()transpose()transpose_output()transpose_qkv()truncate_pad()try_all_gpus()try_gpu()update_D()update_G()use_svg_display()voc_colormap2label()voc_label_indices()voc_rand_crop()AccumulatorAddNormAdditiveAttentionAnimatorAttentionDecoderBERTEncoderBERTModelBananasDatasetBenchmarkDecoderDotProductAttentionEncoderEncoderBlockEncoderDecoderMaskLMMaskedSoftmaxCELossMultiHeadAttentionNextSentencePredPositionWiseFFNPositionalEncodingRNNModelRNNModelScratchRandomGeneratorResidualSNLIDatasetSeq2SeqEncoderSeqDataLoaderTimerTokenEmbeddingTransformerEncoderVOCSegDatasetVocabaccuracy()annotate()argmax()assign_anchor_to_bbox()astype()batchify()bbox_to_rect()bleu()box_center_to_corner()box_corner_to_center()box_iou()build_array_nmt()copyfile()corr2d()count_corpus()download()download_all()download_extract()evaluate_accuracy()evaluate_accuracy_gpu()evaluate_loss()get_centers_and_contexts()get_data_ch11()get_dataloader_workers()get_fashion_mnist_labels()get_negatives()get_tokens_and_segments()grad_clipping()linreg()load_array()load_corpus_time_machine()load_data_bananas()load_data_fashion_mnist()load_data_imdb()load_data_nmt()load_data_ptb()load_data_snli()load_data_time_machine()load_data_voc()load_data_wiki()masked_softmax()multibox_detection()multibox_prior()multibox_target()nms()numpy()offset_boxes()offset_inverse()plot()predict_ch3()predict_ch8()predict_sentiment()predict_seq2seq()predict_snli()preprocess_nmt()read_csv_labels()read_data_bananas()read_data_nmt()read_imdb()read_ptb()read_snli()read_time_machine()read_voc_images()reduce_sum()reorg_test()reorg_train_valid()reshape()resnet18()seq_data_iter_random()seq_data_iter_sequential()sequence_mask()set_axes()set_figsize()sgd()show_bboxes()show_heatmaps()show_images()show_list_len_pair_hist()show_trace_2d()size()split_batch()squared_loss()subsample()synthetic_data()to()tokenize()tokenize_nmt()train_2d()train_batch_ch13()train_ch11()train_ch13()train_ch3()train_ch6()train_ch8()train_concise_ch11()train_epoch_ch3()train_epoch_ch8()train_seq2seq()transpose()transpose_output()transpose_qkv()truncate_pad()try_all_gpus()try_gpu()update_D()update_G()use_svg_display()voc_colormap2label()voc_label_indices()voc_rand_crop()AccumulatorAddNormAdditiveAttentionAnimatorAttentionDecoderBenchmarkDecoderDotProductAttentionEncoderEncoderBlockEncoderDecoderMaskedSoftmaxCELossMultiHeadAttentionPositionWiseFFNPositionalEncodingRNNModelRNNModelScratchResidualSeq2SeqEncoderSeqDataLoaderTimerTrainCallbackTransformerEncoderUpdaterVocabaccuracy()annotate()bbox_to_rect()bleu()box_center_to_corner()box_corner_to_center()build_array_nmt()corr2d()count_corpus()download()download_all()download_extract()evaluate_accuracy()evaluate_loss()get_data_ch11()get_fashion_mnist_labels()grad_clipping()linreg()load_array()load_corpus_time_machine()load_data_fashion_mnist()load_data_nmt()load_data_time_machine()masked_softmax()numpy()plot()predict_ch3()predict_ch8()predict_seq2seq()preprocess_nmt()read_data_nmt()read_time_machine()seq_data_iter_random()seq_data_iter_sequential()sequence_mask()set_axes()set_figsize()sgd()show_heatmaps()show_images()show_list_len_pair_hist()show_trace_2d()size()squared_loss()synthetic_data()tokenize()tokenize_nmt()train_2d()train_ch11()train_ch3()train_ch6()train_ch8()train_concise_ch11()train_epoch_ch3()train_epoch_ch8()train_seq2seq()transpose_output()transpose_qkv()truncate_pad()try_all_gpus()try_gpu()update_D()update_G()use_svg_display()