This patch resolves a few minor issues in the data preprocessing and training script. File handling for the ijson parser was updated to binary read mode ('rb') to prevent decoding errors, and unused variables were removed. Additionally, the training loop logic was smoothed out to properly handle building a new model versus resuming from saved weights.