Is DLIB a good open source library for developing my own machine learning algorithms in C++?
How about other ones, such as libSVM, SHOGUN?
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A good source for information about machine learning open source software is mloss.org, where you can find 20 projects that use C++. Study the descriptions and tags to select one that fits your needs.