X-Git-Url: https://bilbo.iut-bm.univ-fcomte.fr/and/gitweb/presentation_reservoir.git/blobdiff_plain/f57ef2ff814ac1dd73f49a26f6aab3abc6ef0523..HEAD:/reservoir.tex?ds=sidebyside diff --git a/reservoir.tex b/reservoir.tex index 05bcb21..a0b7f5f 100644 --- a/reservoir.tex +++ b/reservoir.tex @@ -318,17 +318,49 @@ Application on the MNIST problem} \end{frame} \begin{frame}{Performances of the parallel code} % Slide 12 - % To be completed - \includegraphics[width=7.5cm]{speedup.pdf} + \begin{femtoBlock} + {Classification error for 10000 images\\} + \begin{itemize} + \item 1000 reservoirs of 2 neurons $\rightarrow$ error : 3.85\%\\ + \item 1 reservoir of 2000 neurons $\rightarrow$ error : 7.14\% + \end{itemize} + \end{femtoBlock} + \begin{femtoBlock} + {Speedup\\} + \centering + \includegraphics[width=7.25cm]{speedup.pdf} + \end{femtoBlock} \end{frame} \begin{frame}{Exploring ways to improve the results} % Slide 13 - % Tableau recapitulant les performances + \begin{femtoBlock} + {Using the parallel NTC code\\} + \begin{itemize} + \item using many small reservoirs and using one read out\\ + \item using a simple 3x3 convolution + \item best result: around 3\% + \end{itemize} + % 1 - Partitionnement d'un reservoir en plein de petits sous-reservoirs + % 2 - Pre-traitement pour convolution + \end{femtoBlock} + \smallskip + \begin{femtoBlock} + {Using the Ogger library\\} + % Parler des travaux de Niels + % 1 - Augmentation du jeu de donnees par des images deformees + % 2 - Comites de reservoir + \end{femtoBlock} \end{frame} \begin{frame}{Comparison with other approaches} % Slide 14 - % 1 - Convolutional Neural Networks - % 2 - Reservoir en pipeline (papier de 2015) + \begin{femtoBlock} + {Convolutional Neural Networks\\} + % 1 - Convolutional Neural Networks + \end{femtoBlock} + \begin{femtoBlock} + {Multilayer reservoir computing} + % 2 - Reservoir en pipeline (papier des belges de 2015) + \end{femtoBlock} \end{frame} \begin{frame}{Comparison with other approaches} % Slide 15 @@ -345,6 +377,7 @@ Application on the MNIST problem} \item An evaluation on the MNIST problem \end{itemize} \end{femtoBlock} + \smallskip \begin{femtoBlock} {Future works\\} \begin{itemize} @@ -354,6 +387,12 @@ Application on the MNIST problem} \item Committees \item Correct errors of a reservoir by another one \end{itemize} + \item Other applications + \begin{itemize} + \item Simulation of lung motion + \item Airflow prediction + \item etc. + \end{itemize} \end{itemize} \end{femtoBlock} %Many perspectives (we are just beginning)