Abstract: A processor-implemented method with checkpointing includes: performing an operation for learning of an artificial neural network (ANN) model; and performing a checkpointing to store information about a state of the ANN model, simultaneously with performing the operation for the learning of the ANN model.

Abstract: Methods of depositing films on semiconductor wafers include the steps of loading a deposition apparatus with a first plurality of semiconductor wafers from a first run cassette and then depositing a first material such as undoped silica glass (USG) or borophosphosilicate glass (BSPG), for example, thereon. After a first film has been completely deposited on each of the loaded wafers, a first wafer in the first plurality is removed from the apparatus and another wafer from the first run cassette is loaded into the apparatus. A second film of the first material is then deposited on the remaining first plurality of wafers and the added wafer. Following this deposition step, a second wafer from the first plurality is removed from the apparatus and another wafer (e.g., seventh wafer) from the first run cassette is loaded into the apparatus.