2021
Naver Boostcamp AI Tech 2nd - Week 3 Report
August 20, 2021Week 3 of Naver Boostcamp AI Tech covering PyTorch custom models, datasets, dataloaders, and data visualization.
1 min read·naver-boostcampMulti GPU
August 20, 2021Guide to multi-GPU training in PyTorch covering model parallelism, DataParallel, and DistributedDataParallel with code examples.
1 min read·pytorchdlPyTorch Transfer Learning
August 20, 2021Transfer learning in PyTorch: freezing layers, stepping frozen strategies, and model file formats.
1 min read·pytorchpandas
August 19, 2021Quick reference for pandas essentials: DataFrame, Series, read_csv, indexing with loc and iloc.
1 min read·pythonPyTorch Dataset and DataLoader
August 19, 2021Guide to PyTorch Dataset and DataLoader: data flow, tensor conversion, samplers, collate_fn, and transforms.
1 min read·pytorchPyTorch apply
August 19, 2021How PyTorch's nn.Module.apply() maps a function across all submodules via postorder traversal.
1 min read·pytorch