Caffe, at its core, is written in C++. It is possible to use the C++
API of Caffe to implement an image classification application similar
-to the Python code presented in one of the Notebook example. To look
+to the Python code presented in one of the Notebook examples. To look
at a more general-purpose example of the Caffe C++ API, you should
study the source code of the command line tool `caffe` in `tools/caffe.cpp`.
A simple C++ code is proposed in
`examples/cpp_classification/classification.cpp`. For the sake of
simplicity, this example does not support oversampling of a single
-sample nor batching of multiple independant samples. This example is
+sample nor batching of multiple independent samples. This example is
not trying to reach the maximum possible classification throughput on
a system, but special care was given to avoid unnecessary
pessimization while keeping the code readable.