2021
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PyTorch Transfer Learning
August 20, 2021Transfer learning in PyTorch: freezing layers, stepping frozen strategies, and model file formats.
1 min read ·pytorch -
pandas
August 19, 2021Quick reference for pandas essentials: DataFrame, Series, read_csv, indexing with loc and iloc.
1 min read ·python -
PyTorch Dataset and DataLoader
August 19, 2021Guide to PyTorch Dataset and DataLoader: data flow, tensor conversion, samplers, collate_fn, and transforms.
1 min read ·pytorch -
PyTorch apply
August 19, 2021How PyTorch's nn.Module.apply() maps a function across all submodules via postorder traversal.
1 min read ·pytorch -
PyTorch Hook
August 18, 2021How to use PyTorch hooks for inspecting and modifying forward/backward passes in nn.Module.
1 min read ·pytorch -
PyTorch Template and Tips
August 17, 2021PyTorch project tips: template structure, getattr for dynamic config, and abstract methods.
1 min read ·pytorchpython