Some Semi-deep Thoughts About Deep Reading

Deep Thoughts

The oceans encompass the most important ecosystems for the health of our planet, most of it unseen and at depths unimaginably remote and little explored. It is there that microbial communities pulse to the ancient rhythms of life on earth. Researchers are beginning to plumb these mysterious depths to learn what organisms are there and how they interact to shape the global cycles of macronutrien...

Some thoughts about classification

The paper contains some general remarks on the high art of data analysis, some philosophical thoughts about classification, a partial review of outliers and robustness from the point of view of applications, including a discussion of the problem of model choice, and a review of several aspects of robust estimation of covariance matrices, including the pragmatic choice of a weight function based...

Some Thoughts about Commitment Protocols

From the seminal paper by Singh [1], commitments protocols have been raising a lot of attention. The key feature of commitment protocols is their declarative nature, which allows specifying them in a way which abstracts away from any reference to the actual behaviour of the agents. By doing so, commitment protocols respect the autonomy of agents. After more than ten years from the introduction ...

Some thoughts about schizoid dynamics.

Reading Comprehension with Deep Learning

We train a model that combines attention with multi-perspective matching to perform question answering. For each question and context pair in SQuAD, we perform an attention calculation over each context before extracting features of the question and context, matching them from multiple perspectives. Whilst we did not have time to perform a hyper-parameter search or incorporate other features in...