creme is a Python library that allows us to perform online learning efficiently. Before we look at creme in action, let's have a brief discussion about online learning itself:
In online learning, ML models are trained on one instance at a time, instead of being trained on a batch of data (which is also known as batch learning). To be able to appreciate the use of online learning, it's important to understand the cons of batch learning:
- In production, we need to re-train ML models on new data over time. Batch learning forces us to do this but this comes at a cost. The cost not only lies in computational resources but also the fact that ...
