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
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…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 -
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
comment by rikatee · 2022-01-07 · in 5% of 666 Python repos had comma typo bugs (inc V8, TensorFlow and PyTorch) -
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 -
…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
comment by colincooke · 2020-07-15 · in Building a $5k ML Workstation with Tiitan RTX and Ryzen ThreadRipper [video] -
…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 -
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…
comment by bjourne · 2019-02-19 · in Deep learning may need a new programming language -
…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…
comment by laichzeit0 · 2018-09-06 · in B.S. In Artificial Intelligence – Curriculum -
…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 -
…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 -
> 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…
comment by ShabbosGoy · 2018-01-27 · in Kaggle Learn review: there is a deep learning track and it is worth your time -
…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.
comment by minimaxir · 2018-01-27 · in Kaggle Learn review: there is a deep learning track and it is worth your time -
…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 -
…two main resources for inspiration : - http://karpathy.github.io/2015/05/21/rnn-effectiveness/ - https://github.com/fchollet/keras/blob/master/examples/lstm_...
comment by jaster · 2017-10-25 · in Show HN: Cyborg Writer - In-Browser Text Editor with Neural Autocomplete -
…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...
comment by make3 · 2017-10-04 · in Teachable Machine: Teach a machine using your camera, live in the browser -
https://github.com/fchollet/keras/tree/master/examples
comment by shpx · 2017-06-16 · in Open source deep learning models that programmers can download and run first try -
In the PR he is very supportive of the addition of CNTK: https://github.com/fchollet/keras/pull/6800
comment by minimaxir · 2017-06-12 · in Benchmarking CNTK on Keras: Is It Better at Deep Learning Than TensorFlow? -
…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 -
…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…
comment by minimaxir · 2017-06-01 · in Microsoft releases version 2.0 of its deep learning toolkit -
…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…
comment by minimaxir · 2017-04-15 · in Neural Complete – A neural network that autocompletes neural network code -
…[2] https://github.com/Theano/Theano [3] https://github.com/Lasagne/Lasagne [4] https://github.com/fchollet/keras [5] http://www.myhdl.org/
comment by inlineint · 2017-04-01 · in Open Source Needs FPGAs; FPGAs Need an On-Ramp -
…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 -
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 -
…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 -
It's trivial with 'max' merge param: https://github.com/fchollet/keras/pull/3128
comment by jph00 · 2017-03-15 · in Introducing Keras 2 -
…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 -
…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 -
…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 -
…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…
comment by huula · 2017-01-31 · in Show HN: CSSRooster – A Bot that Writes CSS Classes for HTML with Deep Learning -
I copied this method of loading datasets from Keras. https://github.com/fchollet/keras/blob/master/keras/datasets... . What's a better alternative.
comment by wroscoe · 2017-01-23 · in Lane Following Autopilot with Keras and Tensorflow -
…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…
comment by agibsonccc · 2017-01-17 · in Keras will be added to core TensorFlow at Google -
…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 -
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 -
…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 -
…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 -
…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 -
…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]:…
comment by Smerity · 2016-02-20 · in TensorFuse – Common interface for Theano, CGT, and TensorFlow -
…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 -
…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
comment by nl · 2015-10-01 · in Curated list of speech and natural language processing resources -
…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 -
…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 -
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.
comment by fchollet · 2015-06-14 · in Abstractions my Deep Learning word2vec model made -
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