├── .gitignore ├── Ch02-Fundamentals-of-TensorFlow-2 ├── 2.1.Tensorflow_Fundamentals.ipynb └── baboon.jpg ├── Ch03-Keras-and-Data-Retrieval ├── 3.1.Keras_APIs.ipynb └── 3.2.Creating_Input_Pipelines.ipynb ├── Ch04-Deep-Networks-with-Keras ├── 4.1.Fully_connected_networks.ipynb ├── 4.2.Convolution_networks.ipynb └── 4.3.Recurrent_networks.ipynb ├── Ch05-Fundamentals-of-Transformers └── 5.1.Transformer.ipynb ├── Ch06-Image-Classification-with-CNNs ├── 6.1.Image_Classification.ipynb └── eval │ └── 1_eval_base.log ├── Ch07-Improving-CNNs-and-Explaining ├── 7.1.Image_Classification_Advance.ipynb ├── 7.2.Transfer_Learning.ipynb ├── 7.3.Interpreting_CNNs_GradCAM.ipynb └── eval │ ├── 2_eval_data_aug_early_stopping.log │ ├── 3_eval_minception.log │ └── 4_eval_resnet_pretrained.log ├── Ch08-Image-Segmentation-with-CNNs ├── 8.1.Image_Segmentation.ipynb └── eval │ ├── 1_pretrained_unet.log │ └── 2_deeplab_v3.log ├── Ch09-NLP-with-TF2-Sentiment-Analysis ├── 9.1.Sentiment_analysis.ipynb └── eval │ ├── 1_sentiment_analysis.log │ ├── 2_sentiment_analysis_embeddings.log │ └── 3_sentiment_analysis_custom_loss.log ├── Ch10-NLP-with-TF2-Language-Modelling ├── 10.1.Language_modelling.ipynb └── eval │ └── 1_language_modelling.log ├── Ch11-Ch12-Sequence-to-Sequence-Learning-with-TF2 ├── 11.1_seq2seq_machine_translation_part_1.ipynb ├── 12.1_seq2seq_machine_translation_part_2.ipynb └── bleu.py ├── Ch13-Transormers-with-TF2-and-Huggingface ├── 13.1_Spam_Classification_with_BERT.ipynb ├── 13.2_Question_answering_with_BERT.ipynb └── data │ ├── bert_en_uncased_base.yaml │ └── vocab.txt ├── Ch14-Tensorboard └── 14.1_Tensorboard.ipynb ├── Ch15-TFX-for-MLOps-in-TF2 ├── Dockerfile ├── README.md ├── requirements.txt ├── run.sh ├── run_server.sh └── tfx │ └── 15.1_MLOps_with_tensorflow.ipynb ├── README.md ├── requirements.txt └── run.sh /.gitignore: -------------------------------------------------------------------------------- 1 | */.ipynb_checkpoints/* 2 | 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