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diff --git a/doc/tex/implementation.tex b/doc/tex/implementation.tex
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@@ -25,13 +25,13 @@ The programming language of choice is Python \cite{python}. The rationale behind
this decision has been stated on Section \ref{sec:programmingLanguage}. It also
allows easy use of the Keras library for implementing neural networks.
-Various python libraries have been used to easy the development process or
+Various Python libraries have been used to easy the development process or
assist in the analysis of results. These are:
\paragraph{Keras/Tensorflow \cite{keras}}
Tensorflow is a platform for machine learning which provides a diverse range of
-tools, one of which is a python library for machine learning.
+tools, one of which is a Python library for machine learning.
Keras is a high-level API for Tensorflow allowing for the easy definition of
neural networks. It permits easily testing and comparing different network
@@ -39,13 +39,13 @@ layouts.
\paragraph{NumPy \cite{numpy}}
-A scientific package for python providing a lot of mathematical tools. The most
+A scientific package for Python providing a lot of mathematical tools. The most
interesting for this project are its capabilities to create and transform
matrices.
\paragraph{Matplotlib \cite{matplotlib}}
-A python library for creating graphs and other visualizations. It is used to
+A Python library for creating graphs and other visualizations. It is used to
show the likelihood of moves the neural networks of the project create from a
board configuration.