/Deep-Learning-with-TensorFlow-and-Keras-3rd-edition

Deep Learning with TensorFlow and Keras – 3rd edition, Published by Packt

Primary LanguageJupyter NotebookMIT LicenseMIT

Deep-Learning-with-TensorFlow-and-Keras-Third-edition

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@copyright 2022, Packt Publishing

Getting started

All the code can be found in the chapter folders. You can run these code files on cloud platforms like Google Colab or your local machine. Note that some chapters require a GPU to run in a reasonable amount of time, so we recommend one of the cloud platforms as they come pre-installed with CUDA.

Running on a cloud platform

To run the notebook (.ipynb) files on a cloud platform, just click on one of the badges in the table below:

Chapter Colab Kaggle Gradient StudioLab
02 Regression and Classification
  • logistic_regression_using_keras_API.ipynb
  • multiple_linear_regression_using_keras_API.ipynb
  • simple_linear_regression.ipynb
  • simple_linear_regression_using_keras_API.ipynb
 Open In Colab Open In Colab Open In ColabOpen In Colab Kaggle Kaggle Kaggle Kaggle Gradient Gradient Gradient Gradient Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab
07 Unsupervised Learning
  • DBN.ipynb
  • PCA.ipynb
  • k_means_using_tensorflow.ipynb
  • restricted_boltzmann_machines.ipynb
  • som.ipynb
 Open In Colab Open In Colab Open In Colab Open In Colab Open In Colab Kaggle Kaggle Kaggle Kaggle Kaggle Gradient Gradient Gradient Gradient Gradient Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab
08 Autoencoders
  • ConvolutionAutoencoder.ipynb
  • DenoisingAutoencoder.ipynb
  • SparseAutoEncoder.ipynb
  • VAE.ipynb
  • VanillaAutoEncoder.ipynb
  • sentence_vector_gen.ipynb
 Open In Colab Open In Colab Open In Colab Open In Colab Open In Colab Open In Colab Kaggle Kaggle Kaggle Kaggle Kaggle Kaggle Gradient Gradient Gradient Gradient Gradient Gradient Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab
09 Generative Models
  • CycleGAN_TF2.ipynb
  • DCGAN.ipynb
  • VanillaGAN.ipynb
 Open In Colab Open In Colab Open In Colab Kaggle Kaggle Kaggle Gradient GradientGradient Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab
11 Reinforcement Learning
  • DQNCartPole.ipynb
  • DQN_Atari_v2.ipynb
  • Introduction_to_gym.ipynb
  • random_agent_playing.ipynb
 Open In Colab Open In Colab Open In Colab Open In Colab Kaggle Kaggle Kaggle Kaggle Gradient Gradient Gradient Gradient Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab
12 Probabilistic TensorFlow
  • AleatoryUncertainity_using_TFP.ipynb
  • Bayesian_networks.ipynb
  • EpistemicUncertainity_using_TFP.ipynb
  • Fun_with_tensorflow_probability.ipynb
  • Introduction_to_TFP.ipynb
 Open In Colab Open In Colab Open In Colab Open In Colab Open In Colab Kaggle Kaggle Kaggle Kaggle Kaggle Gradient Gradient Gradient Gradient Gradient Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab
16 Other Useful Deep Learning Libraries
  • H2o_classification.ipynb
  • PyTorch.ipynb
 Open In Colab Open In Colab Kaggle Kaggle Gradient Gradient Open In SageMaker Studio Lab Open In SageMaker Studio Lab
19 TensorFlow 2 Ecosystem
  • End_to_End_TFDS_pipeline.ipynb
  • Image_Classification_TF_Hub.ipynb
  • Introduction_to_TensorFlow_datasets.ipynb
 Open In Colab Open In Colab Open In Colab Kaggle Kaggle Kaggle Gradient Gradient Gradient Open In SageMaker Studio Lab Open In SageMaker Studio Lab Open In SageMaker Studio Lab

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