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Semelhante a Pydata2017 11-29 (20)
Mais de Yuta Kashino (20)
Pydata2017 11-29
- 2. Yuta Kashino ( )
BakFoo, Inc. CEO
Astro Physics /Observational Cosmology
Zope / Python
Realtime Data Platform for Enterprise
Prototyping
- 8. TensorFlow
- API : tf.contrib
- : ecosystem(spark, hadoop, kubenates)
- : tfdbg, tensorboard
- : Feature Columns
- : OpenMPI+ , Horovod(uber)
- : Lite, Mobile
- : XLA
- : TPU
- : GCP
- 9. : DL
-
-
-
-
- AI
- Google, NVIDIA, Intel, AMD, Apple, Huwei, Baidu, MS, FB…
- Graphcore, Groq, DeePhi, BitMain…
- 13. PyTorch
- Torch 7 Chainer
-
- Adam Paszke
- Sam Gross
- Soumith Chintala
- NYU FBAIR
- 2017 2 v0.1.6
- 18. - GPU(CUDA)
- Define by Run:
- Pythonic + python
http://pytorch.org/tutorials/advanced/numpy_extensions_tutorial.html
- 21. autograd …
- NLP DyNet 10
- Python addmm
- ATen
- v.0.3.0 autograd ATen
https://twitter.com/kchonyc/status/899832376955744257
https://github.com/zdevito/aten
https://goo.gl/Tujudr
- 26. GPU
- CPU → GPU: Variable cuda()
- GPU → CPU: cpu()
chainer
- 27. Chainer
- Chainer
- GPU Chainer
- Chainer
- torch.optim = chainer.optimizers
- …
- pytorch/tnt = chainer.training
- Pythonic …
https://github.com/pytorch/tnt
- 30. - PyTorch
- PyTorch
- Awesome-Pytorch-list, The Incredible PyTorch
https://github.com/bharathgs/Awesome-pytorch-list https://github.com/ritchieng/the-incredible-pytorch
- 32. Capsule Nets
- Hinton CapculeNets 2017 10 26
- 10 29 TensorFlow/Keras/PyTorch
https://github.com/timomernick/pytorch-capsule
https://github.com/gram-ai/capsule-networks
https://arxiv.org/abs/1710.09829
https://github.com/naturomics/CapsNet-Tensorflow
https://github.com/XifengGuo/CapsNet-Keras
- 33. /
-
- CNN/RNN: torch.nn, torchvision.models
- GAN
-
https://github.com/Cadene/pretrained-models.pytorch
https://github.com/szagoruyko/functional-zoo
https://github.com/wiseodd/generative-models
https://github.com/znxlwm/pytorch-generative-model-collections
https://github.com/aaron-xichen/pytorch-playground
https://github.com/sdhnshu/pytorch-model-zoo
- 34. DAG
- PyTorch DAG
- pyro
- gpytorch
- CUDA FFT pytorch_fft
- sequence-to-sequence fairseq-py
https://github.com/uber/pyro
https://github.com/jrg365/gpytorch
https://github.com/locuslab/pytorch_fft
https://github.com/facebookresearch/fairseq-py
- 36. - PyTorchZeroToAll
- Practical Deep Learning with PyTorch on Udemy
- fast.ai
https://www.udemy.com/practical-deep-learning-with-pytorch
http://www.fast.ai/2017/09/08/introducing-pytorch-for-fastai/
https://goo.gl/kt3uV2