.. _l-modules: Modules ======= .. contents:: :local: :depth: 1 Summary +++++++ +-----------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | module | truncated documentation | +===================================+==========================================================================================================================================================================================================================================================================================================================================================================================================+ | :ref:`__init__ ` | module ``ensae_teaching_dl`` Around :epkg:`deep learning`. :githublink:`%|py|6` | +-----------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | :ref:`faq_gpu ` | module ``ensae_teaching_dl.faq.faq_gpu`` A few functions about :epkg:`GPU`. :githublink:`%|py|6` | +-----------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | :ref:`keras_mnist ` | module ``ensae_teaching_dl.examples.keras_mnist`` Taken from `mnist_cnn.py `_. Trains a simple convolution network on the :epkg:`MNIST` dataset. Gets to 99.25% test accuracy after 12 epochs (there is still a lot of margin for parameter tuning). 16 seconds per epoch on a GRID K520 GPU. :githublink:`%|py|11` | +-----------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ .. toctree:: :maxdepth: 1 ensae_teaching_dl/__init__ ensae_teaching_dl/examples/keras_mnist ensae_teaching_dl/faq/faq_gpu