Challenges In Traditional Machine Learning (JNNC Technologies)

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The difficulty of adapting a standard algorithm to match the particular requirements of a specific application.
some problems can be tackled using off-the-shelf machine learning methods, others will require appropriate modifications, which in turn requires an understanding both of the underlying algorithms and of the software implementation
there are many applications for which it is difficult to cast a solution in the form of a standard machine learning algorithm. Eg. Bayesian Ranking problem