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Companies such as Google, Microsoft, and NVIDIA are pushing the boundaries of AI and machine learning to build a great society with technological advancements. Unsupervised machine learning is a lesser talked about topic, but it has enabled the development of powerful recommendation systems such as those used by Netflix and Amazon Video. This article discusses how unsupervised machine learning can be used to build an article recommender system and generate features and patterns that aid in the recommendation.