Questionnaire Further Research Questionnaire tip: Experiments: For the questions here that ask you to explain what some function or class is, you should also complete your ow...

utils.collect_env Environment Checker Utils show_install [source] [test] check_perf [source] [test] utils.collect_env Environment Checker Utils Utilities for collectin...

fastai Abbreviation Guide fastai Abbreviation Guide As mentioned in the fastai style , we name symbols following the Huffman Coding principle, which basically means Commonly ...

clean Sidebar: The Order Matters End sidebar Sidebar: Datasets: Food for Models End sidebar clean If you hit a “CUDA out of memory error” after running this cell, click on ...

gen_doc.gen_notebooks Notebook generation Installation Convert modules into notebook skeleton create_module_page [source] [test] link_nb [source] [test] update_module_page ...

Conclusion Conclusion We have explored the key concepts of the fastai library are implemented by re-implementing them in this chapter. Since it’s mostly full of code, you shoul...

Performance Tips and Tricks Automated Performance Checks Mixed Precision Training Faster Image Processing libjpeg-turbo Pillow-SIMD Background Installation How to check whethe...

Tutorial - Training a model on Imagenette Assemble the data Loading the data with a factory method Loading the data with the data block API Loading the data with the mid-level AP...

callbacks List of callbacks Callback LRFinder OneCycleScheduler MixUpCallback CSVLogger GeneralScheduler MixedPrecision HookCallback RNNTrainer Terminat...

training Training modules overview Walk-through of key functionalities Setup Basic training with Learner Viewing metrics Extending training with callbacks Extending train ...