Spirit of indepence, thought of freedom

This project sums up the main points of the recent developments in deep learning for robustness against adversarial perturbation, then elaborates the tasks, datasets, evaluations of the previous approach adversarial training and the state of the art parseval regularization. Furthermore, a detailed comparison was made between of the previous methods and the most advanced approaches. A summary is provided at the end of this work, aiming to provide more new ideas and directions for future work.

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Interactive machine learning playground for the mlr package done in shiny.

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This project draft envisions the human computation system landmARTigo that leverages the human perception and knowledge of real users to identify landmarks that might
be depicted in artworks. The system is similar to the ESP game, ARTigo and Karido. To incentivize users, we elaborated several benefits for users and stakeholders. We also developed a concept for the user interface. The draft includes a model for data processing and the algorithms involved in the human computation system. The system has to deal with the cold-start problem, which we want to mitigate with several solutions. We devised metrics for evaluation and how to execute the evaluation. For future work, there are several extensions we came up with, that are possible, if the system is successful.

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“转瞬即逝的相逢与离别,每一个瞬间,我都想要珍惜。”——《夏目友人帐》

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Welcome to Yuhao’s Blog!

There are always many people who think they are very special, unique and important. I am very happy to be able to visit many places in the world, meet many people from different cultures and different classes, and also absorb some professional knowledge or common sense from books, courses or the Internet.

With these, I can understand the world more clearly. It also makes it harder to try to fool or control me.

But most importantly, as I grew up, I became more and more convinced:

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Everyone is equal.
Time and freedom are most important.