THIS IS A TEST INSTANCE. ALL YOUR CHANGES WILL BE LOST!!!!
...
| Type | Data Granularity | Synchronization Pattern | Bounded / Unbounded | Examples |
|---|---|---|---|---|
| Non-SGD-based | Epoch | Mostly Synchronous | Bounded | K-Means, Apriori, Decision Tree |
SGD-Based Synchronous Offline algorithm | Batch* | Synchronous | Bounded | Linear Regression, Logistic Regression, Deep Learning algorithms |
| SGD-Based Asynchronous Offline algorithm | Batch* | Asynchronous | Bounded | Same to the above |
| SGD-Based Asynchronous Online algorithm | Batch | Synchronous | Unbounded | Online version of the above algorithm |
| SGD-Based Asynchronous Online algorithm | Batch | Asynchronous | Unbounded | Online version of the above algorithm |
According to how the model is updated, the algorithms could be classified into the following types:
...