From c339fca90a19b3092e365aeb2994173009321ad8 Mon Sep 17 00:00:00 2001 From: apo77yon <126520850+apo77yon@users.noreply.github.com> Date: Sun, 26 Mar 2023 18:29:04 -0700 Subject: [PATCH] Create deep_learning_tldr.md --- deep_learning_tldr.md | 12 ++++++++++++ 1 file changed, 12 insertions(+) create mode 100644 deep_learning_tldr.md diff --git a/deep_learning_tldr.md b/deep_learning_tldr.md new file mode 100644 index 0000000..07c8728 --- /dev/null +++ b/deep_learning_tldr.md @@ -0,0 +1,12 @@ +## deep learning tl; dr + +
+ +* [2012: imagenet and alexnet](https://github.com/tensorflow/models/blob/master/research/slim/nets/alexnet.py) +* [2013: atari with deep reinforcement learning](https://www.tensorflow.org/agents/tutorials/1_dqn_tutorial) +* [2014: seq2seq](https://www.tensorflow.org/addons/tutorials/networks_seq2seq_nmt) +* [2014: adam optmizer](https://github.com/tensorflow/tensorflow/blob/v2.2.0/tensorflow/python/keras/optimizer_v2/adam.py#L32-L281) +* [2015: gans](https://www.tensorflow.org/tutorials/generative/dcgan) +* [2015: resnets](https://github.com/tensorflow/tensorflow/blob/v2.2.0/tensorflow/python/keras/applications/resnet.py) +* [2017: transformers](https://github.com/huggingface/transformers) +* [2018: bert](https://arxiv.org/abs/1810.04805)