Название: Deep Learning Examples with PyTorch and fastai: A Developers' Cookbook
Автор: Dr. Bernhard J. Mayr MBA
Издательство: Independently published
Год: 2020
Формат: PDF, EPUB
Страниц: 390
Размер: 26 Mb
Язык: English

The Book Deep Learning Examples with PyTorch and fastai - A Developers' Cookbook is full of practical examples on how to apply the deep learning frameworks PyTorch and fastai on different problems.

What's inside the book?

Build an Image Classifier from Scratch
How does SGD – Stochastic Gradient Descent - work?
Multi-Label Classification
Cross-Fold-Validation
FastAI – A Glance on the internal API of the deep learning framework
Image Segmentation
Style-Transfer
Server deployment of deep learning models
Keypoints Detection
Object Detection
Super-resolution GANs
Siamese Twins
Tabular Data with FastAI
Ensembling Models with TabularData
Analyzing Neural Nets with the SHAP Library
Introduction to Natural Language Processing