Adding a Nonlinearity Going Deeper Adding a Nonlinearity So far we have a general procedure for optimizing the parameters of a function, and we have tried it out on a very bor...

train Additional training functions Learner extension methodsfit_one_cycle [source] [test] one_cycle_scheduler [source] [test] lr_find [source] [test] to_fp16 [sourc...

Creating a Blog Blogging with GitHub Pages Creating the Repository Setting Up Your Home Page Creating Posts Synchronizing GitHub and Your Computer Jupyter for Blogging [[ap...

Optimizers class Optimizer [source] Initializing an Optimizer Basic steppers sgd_step [source] weight_decay [source] l2_reg [source] Making the step Optimizer.step ...

Core vision Helpers None [source] Image.n_px None [source] Image.shape None [source] Image.aspect Image.reshape [source] Image.to_bytes_format [source] Image.t...

Collaborative Filtering from Scratch Weight Decay Creating Our Own Embedding Module Collaborative Filtering from Scratch Before we can write a model in PyTorch, we first need...

tabular.transform Tabular data preprocessing Overview Transforms for tabular data class TabularProc [source] [test] __call__ [source] [test] apply_train [source] [test] ...

Torch Core Arrays and show subplots [source] show_image [source] show_titled_image [source] show_images [source] class ArrayBase [source] class ArrayImageBase ...

Data Science Package for Python 2.7 Modules Data Science Package for Python 3.9 Modules Installing a Data Science Package for Python Uninstalling a Data Science Package for Pyth...

Model hooks What are hooks? class Hook [source] Hook.hook_fn [source] Hook.remove [source] Context Manager Hook.__enter__ [source] Hook.__exit__ [source] hook_outp...