How to Learn From Streaming Data with Creme in Python? – Analytics India

In a traditional paradigm of machine learning, we often work in the offline learning fashion where we start with data preprocessing and end with data modelling with an algorithm to satisfy the requirements. This becomes a storage-dependent and time-consuming process. To overcome this, we can use streaming data for predictive analysis or any other modelling process. We don’t need to store the data before modelling it. This can be accomplished by stream learning and online learning. In this article, we will understand how we can make streaming data useful in machine learning. We will also learn how to implement online machine learning to learn from streaming data. The major points that we will cover in this are listed below. (Analytics India Magazine, 2021)

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