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keras-team/keras

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Deep Learning for humans

57 mentions on Hacker News by 37 people: 14 stories, 43 comments · first 2015-03-28 · latest 2026-08-07

Mentions per year 57 mentions · busiest year 2017 (20)
20082026
  1. …expertise. (For those who don't know, he's the creator of and lead contributor[0] to Keras) [0] https://github.com/keras-team/keras/graphs/contributors
    comment by i_am_proteus · 2025-04-04 · in A Man Out to Prove How Dumb AI Still Is
  2. All breaking changes are listed here: https://github.com/keras-team/keras/issues/18467 You can use this migration guide to identify and fix each of these issues (and further, making your code run on JAX or PyTorch):…
    comment by kerasteam · 2023-11-28 · in Keras 3.0
  3. once tensorflow pointed to keras-team this happened https://github.com/keras-team/keras/issues/15854 resulting in https://github.com/keras-team/keras/pull/15876
  4. Some source of good code: * https://github.com/keras-team/keras/ * https://www.quora.com/Where-can-one-find-examples-of-good-qu...
    comment by Communitivity · 2021-08-09 · in Ask HN: Tips for Writing Clean Code
  5. …a better call to get a larger card then two smaller ones, at least for the single-model case. [1] https://github.com/keras-team/keras/issues/9204
  6. …forward, we recommend that users consider switching their Keras code to tf.keras in TensorFlow 2.0 https://github.com/keras-team/keras/releases/tag/2.3.0
    comment by ghop02 · 2019-09-30 · in Tensorflow 2.0
  7. What do you find offensive about, for example, the following CNN written in Python? https://github.com/keras-team/keras/blob/master/examples/cif... "I simply don't know what to tell you." Please try! You can at least provide one example of…
  8. …these Keras examples are, and these are really quite advanced and powerful deep learning models: https://github.com/keras-team/keras/tree/master/examples . You definitely do _not_ need a PhD or even a Masters, to understand, re-implement…
  9. …of FastText uses a global average pooling is used to reduce the dimensionality [0]. [0] https://github.com/keras-team/keras/blob/master/examples/imd...
    comment by useracd · 2018-03-02 · in Understanding word vectors
  10. …crop up during the process. Reviewing the Keras documentation ( https://keras.io ) and examples ( https://github.com/keras-team/keras/tree/master/examples ) are honestly much better teachers of AI/ML than any MOOC, in my opinion. (Of…
    comment by minimaxir · 2018-03-01 · in Machine Learning Crash Course
  11. > Reviewing the Keras documentation ( https://keras.io ) and examples ( https://github.com/keras-team/keras/tree/master/examples ) are honestly much better teachers of AI/ML than any MOOC, in my opinion. Wholeheartedly agree. It’s simple…
  12. …crop up during the process. Reviewing the Keras documentation ( https://keras.io ) and examples ( https://github.com/keras-team/keras/tree/master/examples ) are honestly much better teachers of AI/ML than any MOOC, in my opinion.
  13. …your API to something incompatible but with the same names" would be a good piece of guidance too? https://github.com/fchollet/keras/issues/3921#issuecomment-3...
    comment by nl · 2017-11-22 · in User experience design for APIs
  14. …two main resources for inspiration : - http://karpathy.github.io/2015/05/21/rnn-effectiveness/ - https://github.com/fchollet/keras/blob/master/examples/lstm_...
  15. …http://opencv-python-tutroals.readthedocs.io/en/latest/py_tu... and you could do worse then this https://github.com/fchollet/keras/blob/master/examples/mnist...
  16. https://github.com/fchollet/keras/tree/master/examples
  17. In the PR he is very supportive of the addition of CNTK: https://github.com/fchollet/keras/pull/6800
  18. …important feature is Keras compatability (although it doesn't seem to be in the official repo yet: https://github.com/fchollet/keras/pull/6800 ) In terms of "how is CNTK better than TensorFlow," CNTK trains 5-10x faster at minimum on…
    comment by minimaxir · 2017-06-02 · in Microsoft Cognitive Toolkit 2.0
  19. …ft.com/en-us/cognitive-toolkit/Using-CNT... (although it doesn't seem to be in the official repo yet: https://github.com/fchollet/keras/pull/6800 ) In terms of "how is CNTK better than TensorFlow," CNTK performs 6x better at minimum on old…
  20. …a seq2seq Keras model. The core model code is a fork of the base Keras text generation example ( https://github.com/fchollet/keras/blob/master/examples/lstm_... ), which works like a char-rnn where the previous 80 characters will predict…
  21. …[2] https://github.com/Theano/Theano [3] https://github.com/Lasagne/Lasagne [4] https://github.com/fchollet/keras [5] http://www.myhdl.org/
  22. …tensorflow. Therefore, I would expect keras to supersede tflearn in the areas where they overlap. https://github.com/fchollet/keras/issues/5050
    comment by AlexCoventry · 2017-03-16 · in Introducing Keras 2
  23. See the release notes: https://github.com/fchollet/keras/wiki/Keras-2.0-release-not... - You can use a Keras model to compute some tensor(s), turn that into a loss, and manually add that loss to the model via `add_loss` (it just needs to…
    comment by fchollet · 2017-03-15 · in Introducing Keras 2
  24. …for VAE, the kl_loss is computed using variables which are NOT available via the loss function ( https://github.com/fchollet/keras/blob/master/examples/varia... ) 2. It's still an input->output paradigm, rather than a {input, output}->loss…
    comment by backpropaganda · 2017-03-15 · in Introducing Keras 2
  25. It's trivial with 'max' merge param: https://github.com/fchollet/keras/pull/3128
    comment by jph00 · 2017-03-15 · in Introducing Keras 2
  26. …as possible, and that goal is completely opposite to building up deep learning hipster cred. [0]: https://github.com/fchollet/keras/issues/5299
    comment by juxtaposicion · 2017-03-15 · in Introducing Keras 2
  27. …for iteration; Keras layers are effectively Lego blocks). A simple read of the Keras examples ( https://github.com/fchollet/keras/tree/master/examples ) and documentation ( https://keras.io/getting-started/functional-api-guide/ ) will let…
    comment by minimaxir · 2017-03-15 · in Introducing Keras 2
  28. …for iteration; Keras layers are effectively Lego blocks). A simple read of the Keras examples ( https://github.com/fchollet/keras/tree/master/examples ) and documentation ( https://keras.io/getting-started/functional-api-guide/ ) will let…
    comment by minimaxir · 2017-03-14 · in Introducing Keras 2.0
  29. …do when I fail tho, so stay tuned! ;D) But, here's an example that's similar to CSSRooster's model https://github.com/fchollet/keras/blob/master/examples/imdb_... , for the part that's different (mostly data preprocessing), you need to…
  30. I copied this method of loading datasets from Keras. https://github.com/fchollet/keras/blob/master/keras/datasets... . What's a better alternative.
  31. …has been positive. CNTK is adding one: https://github.com/Microsoft/CNTK/issues/797 Mxnet is there: https://github.com/fchollet/keras/issues/1313 TF being there obviously helps. //Begin blantant self promotion :D No one will care about…
  32. …in Python machine learning, most people use Scikit instead of implementing things in numpy. [1] https://github.com/fchollet/keras/blob/master/examples/mnist... [2] https://github.com/tensorflow/tensorflow/blob/master/tensorf...
    comment by nl · 2016-08-11 · in Top Deep Learning Projects
  33. If anyone wants to switch to TensorFlow but misses the Torch interface, you will always have Keras: https://github.com/fchollet/keras
    comment by fchollet · 2016-04-29 · in DeepMind moves to TensorFlow
  34. …familiar with Keras, note that you can do the same with any Keras model, via the sklearn wrapper: https://github.com/fchollet/keras/blob/master/keras/wrappers... > I don't think the SKFlow author(s) are at Google. Prettytensor's are, but…
    comment by fchollet · 2016-04-04 · in TensorFlow Simplified Interface
  35. …more projects like this, you can also check out the neural style transfer implementation in Keras: https://github.com/fchollet/keras/blob/master/examples/neura... This is the script that OP's project was adapted from.
    comment by fchollet · 2016-03-07 · in Image Analogies using Neural Networks
  36. …and VGG: https://gist.github.com/baraldilorenzo/07d7802847aaad0a35d3 For Googlenet, sadly not yet: https://github.com/fchollet/keras/issues/302 I'd also try some non conv, RNN/LSTM stuff btw. Those are of special interest to me, but also,…
    comment by viksit · 2016-03-04 · in Deep Learning Benchmarks
  37. …and they're planning to release their own hardware soon. [1]: http://keras.io/backend/ [2]: https://github.com/fchollet/keras/blob/master/keras/backend/... [3]: https://github.com/dementrock/tensorfuse/tree/master/tensorf... [4]:…
  38. …of Keras (tensor contraction, float<->bool casting, and RNNs over sequences with arbitrary length). https://github.com/fchollet/keras/wiki/Keras,-now-running-on... Congrats to the TensorFlow team!
    comment by fchollet · 2015-12-09 · in Tensorflow 0.6.0 Release
  39. …would be better[3] because of the documentation. [1] https://code.google.com/p/word2vec/ [2] https://github.com/fchollet/keras/blob/master/examples/lstm_... [3] https://github.com/karpathy/char-rnn
  40. …past experience in MUD style environments, creating an open source dataset would be amazing! [1]: https://github.com/fchollet/keras/blob/master/examples/babi_... [2]: http://smerity.com/articles/2015/keras_qa.html [3]:…
    comment by Smerity · 2015-09-05 · in Inferring Algorithmic Patterns with Stack
  41. …which version of the data they've used, which is problematic if there are future updates... [1]: https://github.com/fchollet/keras/blob/master/examples/babi_... [2]: http://smerity.com/articles/2015/keras_qa.html#dataset-issue... [3]:…
    comment by Smerity · 2015-08-25 · in Towards Neural Network-based Reasoning
  42. I have, actually. Here's the code for the experiment, with a link to download the data: https://github.com/fchollet/keras/blob/master/examples/skipg... I also recommend using Gensim for word embeddings.
  43. If you are familiar with Theano, you can check out the LSTM unit implementation here: https://github.com/fchollet/keras/blob/master/keras/layers/r... Each input is propagated through the unit (all timesteps) before the gradient is…
    comment by fchollet · 2015-04-21