https://fehiepsi.github.io/ a math student, a data science and AI novice, a zen mind quarto-1.7.29 Wed, 15 May 2019 04:00:00 GMT https://fehiepsi.github.io/blog/deep-gaussian-process.html Gaussian Processes module to create and train some deep Gaussian Process models. For the background on how to use this module, readers can check out some tutorials at http://pyro.ai/examples/. ]]> deep learning gaussian process pytorch pyro https://fehiepsi.github.io/blog/deep-gaussian-process.html Wed, 15 May 2019 04:00:00 GMT https://fehiepsi.github.io/blog/sampling-hmm-pyro.html hidden Markov models (HMM) when reading some discussions in PyMC discourse, I decide to reimplement in Pyro various models from Stan. The main reference which we’ll use is Stan User’s Guide. ]]> bayesian hidden markov model pytorch pyro https://fehiepsi.github.io/blog/sampling-hmm-pyro.html Tue, 01 Jan 2019 05:00:00 GMT https://fehiepsi.github.io/blog/projecteuler-second50.html second 50 problems in Project Euler. These python codes will give solutions in less than 1 second. This is achieved by using the excellent numba package. ]]> algorithm project euler python numba https://fehiepsi.github.io/blog/projecteuler-second50.html Thu, 12 Oct 2017 04:00:00 GMT https://fehiepsi.github.io/blog/grapheme-to-phoneme.html WaveNet and Deep Voice. In this notebook, we will try to replicate the Encoder-decoder LSTM model from the paper https://arxiv.org/abs/1506.00196. ]]> deep learning seq2seq pytorch torchtext https://fehiepsi.github.io/blog/grapheme-to-phoneme.html Thu, 15 Jun 2017 04:00:00 GMT https://fehiepsi.github.io/blog/rudin-complex-analysis.html Big Rudin book that I studied at POSTECH. This post is also a chance for me to test the different between MathJax and KaTeX in Nikola, to see which one has better render. It turns out that KaTeX is much faster than MathJax. As a note, to make KaTeX work with inline mode from Jupyter notebook, we have to change the default auto-render code in the theme (as suggested in this file, the renderMathInElement part). ]]> math complex analysis jupyter katex https://fehiepsi.github.io/blog/rudin-complex-analysis.html Sun, 04 Sep 2016 04:00:00 GMT https://fehiepsi.github.io/blog/projecteuler-first50.html Project Euler. The thing is that I try to make these python codes give solutions in less than 1 second. This is achieved by using the excellent numba package. This post is written in an IPython notebook. ]]> algorithm project euler python numba https://fehiepsi.github.io/blog/projecteuler-first50.html Wed, 06 Jul 2016 04:00:00 GMT