ml-ai-agents-py/deep_learning_tldr.md
2023-03-26 18:29:04 -07:00

13 lines
773 B
Markdown

## deep learning tl; dr
<br>
* [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)