Another key phrase to use with google scholar is "online learning", this is where you have a stream of new examples and you update a model one example at a time. Usually you can use the model for inference at any point in this process, and some algorithms in this area are designed to be a bit more aggressive or at least to control the update rates to more quickly more more slowly adapt to new data.