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toc:
- title: Get started with TensorFlow
path: /tutorials/
- title: Learn and use ML
style: accordion
section:
- title: Overview
path: /tutorials/keras/
- title: Basic classification
path: /tutorials/keras/basic_classification
- title: Text classification
path: /tutorials/keras/basic_text_classification
- title: Regression
path: /tutorials/keras/basic_regression
- title: Overfitting and underfitting
path: /tutorials/keras/overfit_and_underfit
- title: Save and restore models
path: /tutorials/keras/save_and_restore_models
- title: Research and experimentation
style: accordion
section:
- title: Overview
path: /tutorials/eager/
- title: Eager execution
path: https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/notebooks/eager_basics.ipynb
status: external
- title: Automatic differentiation
path: https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/notebooks/automatic_differentiation.ipynb
status: external
- title: "Custom training: basics"
path: https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/notebooks/custom_training.ipynb
status: external
- title: Custom layers
path: https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/notebooks/custom_layers.ipynb
status: external
- title: "Custom training: walkthrough"
path: /tutorials/eager/custom_training_walkthrough
- title: ML at production scale
style: accordion
section:
- title: Linear model with Estimators
path: /tutorials/estimators/linear
- title: Wide and deep learning
path: https://github.com/tensorflow/models/tree/master/official/wide_deep
status: external
- title: Boosted trees
path: https://github.com/tensorflow/models/tree/master/official/boosted_trees
status: external
- title: Text classifier with TF-Hub
path: /hub/tutorials/text_classification_with_tf_hub
- title: Build a CNN using Estimators
path: /tutorials/estimators/cnn
- title: Generative models
style: accordion
section:
- title: Text generation
path: https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/generative_examples/text_generation.ipynb
status: external
- title: Translation with attention
path: https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/nmt_with_attention/nmt_with_attention.ipynb
status: external
- title: Image captioning
path: https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/generative_examples/image_captioning_with_attention.ipynb
status: external
- title: DCGAN
path: https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/generative_examples/dcgan.ipynb
status: external
- title: VAE
path: https://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/eager/python/examples/generative_examples/cvae.ipynb
status: external
- title: Images
style: accordion
section:
- title: Pix2Pix
path: https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/pix2pix/pix2pix_eager.ipynb
status: external
- title: Neural Style Transfer
path: https://github.com/tensorflow/models/blob/master/research/nst_blogpost/4_Neural_Style_Transfer_with_Eager_Execution.ipynb
status: external
- title: Image Segmentation
path: https://github.com/tensorflow/models/blob/master/samples/outreach/blogs/segmentation_blogpost/image_segmentation.ipynb
status: external
- title: Image recognition
path: /tutorials/images/image_recognition
- title: Image retraining
path: /hub/tutorials/image_retraining
- title: Advanced CNN
path: /tutorials/images/deep_cnn
- title: Sequences
style: accordion
section:
- title: Recurrent neural network
path: /tutorials/sequences/recurrent
- title: Drawing classification
path: /tutorials/sequences/recurrent_quickdraw
- title: Simple audio recognition
path: /tutorials/sequences/audio_recognition
- title: Neural machine translation
path: https://github.com/tensorflow/nmt
status: external
- title: Data representation
style: accordion
section:
- title: Vector representations of words
path: /tutorials/representation/word2vec
- title: Kernel methods
path: /tutorials/representation/kernel_methods
- title: Large-scale linear models
path: /tutorials/representation/linear
- title: Non-ML
style: accordion
section:
- title: Mandelbrot set
path: /tutorials/non-ml/mandelbrot
- title: Partial differential equations
path: /tutorials/non-ml/pdes
- break: True
- title: Next steps
path: /tutorials/next_steps
|
