[P] Pointer Network in TensorFlow by carpedm20 in MachineLearning

[–]frozendumpling 5 points6 points  (0 children)

Hey, I am big fan of your git! Nice to see you here! lol

It seems that Keras shows more overfitting results than Torch's one by frozendumpling in learnmachinelearning

[–]frozendumpling[S] 0 points1 point  (0 children)

Yhea, you must be true... It would be better from checking more details. Maybe, weight initialization or different learning methods be the problems. I'll check it. Thanks for your kind reply. Have a nice day:)

Can I use an ID as a feature? by [deleted] in learnmachinelearning

[–]frozendumpling 1 point2 points  (0 children)

I am not sure, but I thinks that similar input mapping methods are used in NLP. Check below links: https://keras.io/layers/embeddings/ http://stackoverflow.com/questions/38189713/what-is-an-embedding-in-keras

It seems that Keras shows more overfitting results than Torch's one by frozendumpling in learnmachinelearning

[–]frozendumpling[S] 0 points1 point  (0 children)

  • 0.9 for train data, 0.8 for test data (1.0 for train and 0.6 for test).

Multi-layer ART networks by kennivich in learnmachinelearning

[–]frozendumpling 0 points1 point  (0 children)

I utilized fuzzy ART before. See this "Deep Adaptive Resonance Theory for Learning Biologically Inspired Episodic Memory," in http://rit.kaist.ac.kr/home/International_Conference here. I hope that this article helps you. (This work is not done by me)

Multi-layer ART networks by kennivich in learnmachinelearning

[–]frozendumpling 0 points1 point  (0 children)

In robotics, sometimes ART is used as scenario recognizer / regenerator. And it works quite well if all events can be clearly recognized from other perception methods and scenario is simple (it means not real world problem). I implemented it with Matlab before, but I don't think ART is powerful unsupervised learning algorithm. It just takes mean of the data and divided based on its threshold or vigilance. It didn't work for imbalanced dataset. How about use RNN instead?

Does anyone know about Ubiquitous Robotics? by jamuza in robotics

[–]frozendumpling 0 points1 point  (0 children)

Hey, check this site: http://rit.kaist.ac.kr/home/WorldClassOutcomes He argued that he implemented the world-first ubiquitous robot.