This paper can be considered as a novel piece of art that embraces both science and Arabic poetry! The literature of Arabic poetry is full of poems that summarize and explain different branches of knowledge in Arabic Language and Islamic studies. However, we are not aware of explaining a science like Pattern Recognition (or Machine Learning) in Arabic poem, which is the main contribution of this paper. It is quite interesting that the formalization and discovery of the meters of Arabic poetry, which is a Pattern Recognition problem that was pursued by Alkhalil Ibn Ahmed several hundred years ago, is used now in this paper to highlight Pattern Recognition. The poem introduced in this paper highlights some very high level aspects of Pattern Recognition that are usually overlooked by many practitioners. This usually happens because of their lack of ``deep'' and rigorous study. Because the language of the poem is Arabic, and the language of the scientific field (the Pattern Recognition) is English, the paper is written in a bi-lingual style, which is inevitable. The paper concludes with a very short discussion on some necessary courses that students should study to get a mature knowledge in the field, and to push forward the study of this field towards mathematical rigor, rather than ad hoc practice.