Deep Learning with Fastai Cookbook Leverage the Easy-To-use Fastai Framework to Unlock the Power of Deep Learning
Deep Learning with Fastai Cookbook: Leverage the Easy-To-use Fastai Framework to Unlock the Power of Deep Learning

Cover -- Title Page -- Copyright and Credits -- Contributors -- Table of Contents -- Preface -- Chapter 1: Getting Started with fastai -- Technical requirements -- Setting up a fastai environment in Paperspace Gradient -- Getting ready -- How to do it… -- How it works… -- There's more… -- Setti...

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1. Verfasser: Ryan, Mark 1962- (VerfasserIn)
Format: Elektronisch E-Book
Sprache:English
Veröffentlicht: Birmingham Packt Publishing, Limited 2021
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Zusammenfassung:Cover -- Title Page -- Copyright and Credits -- Contributors -- Table of Contents -- Preface -- Chapter 1: Getting Started with fastai -- Technical requirements -- Setting up a fastai environment in Paperspace Gradient -- Getting ready -- How to do it… -- How it works… -- There's more… -- Setting up a fastai environment in Google Colab -- Getting ready -- How to do it… -- How it works… -- There's more… -- Setting up JupyterLab environment in Gradient -- Getting ready -- How to do it… -- How it works… -- There's more… -- Hello world" for fastai - creating a model for MNIST -- Getting ready… -- How to do it… -- How it works… -- There's more… -- Understanding the world in four applications: tables, text, recommender systems, and images -- Getting ready -- How to do it… -- How it works… -- Working with PyTorch tensors -- Getting ready -- How to do it… -- How it works… -- There's more… -- Contrasting fastai with Keras -- Getting ready -- How to do it… -- How it works… -- Test your knowledge -- Chapter 2: Exploring and Cleaning Up Data with fastai -- Technical requirements -- Getting the complete set of oven-ready fastai datasets -- Getting ready -- How to do it… -- How it works… -- There's more… -- Examining tabular datasets with fastai -- Getting ready -- How to do it… -- How it works… -- There's more… -- Examining text datasets with fastai -- Getting ready -- How to do it… -- How it works… -- Examining image datasets with fastai -- Getting ready -- How to do it… -- How it works… -- There's more… -- Cleaning up raw datasets with fastai -- Getting ready -- How to do it… -- How it works… -- Chapter 3: Training Models with Tabular Data -- Technical requirements -- Training a model in fastai with a curated tabular dataset -- Getting ready -- How to do it… -- How it works… -- Training a model in fastai with a non-curated tabular dataset -- Getting ready
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Beschreibung:1 Online-Ressource
ISBN:9781800209992

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