Deep learning tips & tricks
Published:
- Must Know Tips/Tricks in Deep Neural Networks (by Xiu-Shen Wei):
http://www.weixiushen.com/project/CNNTricks/CNNTricks.html
- An overview of gradient descent optimization algorithms:
Posts by Tags
deep learning
machine learning
Deep understanding of sequential networks
Published:
- Understanding LSTM Networks:
http://colah.github.io/posts/2015-08-Understanding-LSTMs/
- Learning Long-Term Dependencies with Gradient Descent is Difficult:
http://ai.dinfo.unifi.it/paolo//ps/tnn-94-gradient.pdf
- Minimal character-level RNN implementation:
https://gist.github.com/karpathy/d4dee566867f8291f086
- An efficient, batched LSTM implementation:
natural language process
Deep understanding of sequential networks
Published:
- Understanding LSTM Networks:
http://colah.github.io/posts/2015-08-Understanding-LSTMs/
- Learning Long-Term Dependencies with Gradient Descent is Difficult:
http://ai.dinfo.unifi.it/paolo//ps/tnn-94-gradient.pdf
- Minimal character-level RNN implementation:
https://gist.github.com/karpathy/d4dee566867f8291f086
- An efficient, batched LSTM implementation:
optimization
Deep learning tips & tricks
Published:
- Must Know Tips/Tricks in Deep Neural Networks (by Xiu-Shen Wei):
http://www.weixiushen.com/project/CNNTricks/CNNTricks.html
- An overview of gradient descent optimization algorithms:
recommendation system
Columns of recommendation system
Published:
- by Zhe Wang: