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Anthony Polloreno
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| <link rel="stylesheet" href="style.css"> | ||
| </head> | ||
| <body> | ||
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| <div class="header"> | ||
| <img src="portrait.jpg" alt="Your headshot"> | ||
| <h1>Anthony Polloreno, Ph.D.</h1> | ||
| <h2>Research Engineer</h2> | ||
| </div> | ||
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| <div class="nav"> | ||
| <a href="index.html">Home</a> | | ||
| <a href="research.html">Research</a> | | ||
| <a href="engineering.html"> Engineering </a> | | ||
| <a href="https://twitter.com/ampolloreno">Twitter</a> | | ||
| <a href="https://www.linkedin.com/in/ampolloreno/">LinkedIn</a> | | ||
| <a href="https://github.com/ampolloreno">GitHub</a> | | ||
| <a href="papers.html">Papers</a> | | ||
| <a href="resume.pdf">Resume</a>| | ||
| <a href="reservoirs.html">Reservoir Computing I</a> | | ||
| <a href="reservoirs2.html">Reservoir Computing II</a>| | ||
| <a href="reservoirs3.html">Reservoir Computing III</a> | ||
| </div> | ||
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| <div class="content" id="blogPost"> | ||
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| <article> | ||
| <h1>The Impact of Noise on Recurrent Neural Networks II</h1> | ||
| <div class="paragraph"> | ||
| <p> We are finally set to analyze the impacts of noise on our particular model of recurrent computation - reservoir computing | ||
| with Echo State Networks. In the previous post, we implemented an extremely simple noise model by simply adding Gaussian | ||
| noise to each element of the output signal from the reservoir. In principle, the dynamics of a system will have more | ||
| complicated noise based on the details of the computation being done, but in our case using such a simple model will | ||
| let us explore intuitively why we should expect a substantial degradation in performance in the first place. Let's dive in! | ||
| </p> | ||
| </div> | ||
| <iframe src="Webpost3.html" style="height:9900px; width:100%; border:none;" ></iframe> | ||
| <div class="paragraph"> | ||
| <section style="text-align: center;"> | ||
| <h3>Acknowledgements</h3> | ||
| <p>A special thanks to <a href="https://ohaithe.re/">Alex Meiburg</a>, <a href="https://andremelo.org/">André Melo</a> and <a href="https://chromotopy.org/">Eric Peterson</a> for feedback on this post!</p> | ||
| </section> | ||
| </article> | ||
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| </div> | ||
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| </body> | ||
| </html> |
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