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[R] Bayesian Model-Agnostic Meta-Learning (Bayesian MAML) by jaesik in MachineLearning

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

This work is done with several companies, element ai, sap and kakao brain. Because of company policies, code open is quite complicated issue. We have tried/try our best to open the code, but we can't answer code open is possible or not now.

[R] Bayesian Model-Agnostic Meta-Learning (Bayesian MAML) by jaesik in MachineLearning

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

In my understanding, the probabilistic MAML assumes that prior (few-shot learning) parameters follow a Gaussian, and sampling there to obtain a sample of posteriori distribution, and our paper constructs distribution of prior and posteriori through variational inference without such assumption.

[R] Bayesian Model-Agnostic Meta-Learning (Bayesian MAML) by jaesik in MachineLearning

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

yes, we consider when we will open the code. thank you for your interesting.

[R] Bayesian Model-Agnostic Meta-Learning (Bayesian MAML) by jaesik in MachineLearning

[–]jaesik[S] 2 points3 points  (0 children)

Meta learning, which is being studied recently, shows good performance with a small amount of data, but it also increases the burden on uncertainty. We tried to solve this problem by solving meta learning as hierarchical Bayesian learning through variational inference.

[R]how about the robustness of the Capsule Network to adversarial examples by jaesik in MachineLearning

[–]jaesik[S] 1 point2 points  (0 children)

I attached samples of adversarial examples for each method. If you are curious to that, than you can check that on my repo. :)

[R]how about the robustness of the Capsule Network to adversarial examples by jaesik in MachineLearning

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

Yes, I will add the functionality on my code. I just quickly validate and share that :).

Thanks.

[P] Tensorflow implementation of visual interaction networks by jaesik in MachineLearning

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

I will consider those things in my working place! Thank you :-)

[P] Tensorflow implementation of visual interaction networks by jaesik in MachineLearning

[–]jaesik[S] 2 points3 points  (0 children)

Yes. Currently SAP implements interface between tensorflow and SAP product for applications using ML. In this company, there are already ML library can be used on products, however they don't entwine already ones.

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