Deep Learning Examples with PyTorch and fastai: A Developers' Cookbook
暫譯: 使用 PyTorch 和 fastai 的深度學習範例：開發者食譜

Name: Deep Learning Examples with PyTorch and fastai: A Developers' Cookbook
Price: 1710 TWD
Availability: OutOfStock
Author: Mayr Mba, Bernhard J.
ISBN: 9798689431499

Mayr Mba, Bernhard J.

出版商: Independently Published
出版日期: 2020-09-29
售價: $1,800
貴賓價: 9.5 折 $1,710
語言: 英文
頁數: 342
裝訂: Quality Paper - also called trade paper
ISBN: 9798689431499
ISBN-13: 9798689431499
相關分類: DeepLearning

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商品描述

The concept of Deep Learning utilizes deep neural nets to accomplish task from artificial intelligence like:

Computer Vision: Image Classification, Object Detection / Tracking
Natural Language Understanding: Text Analyses, Language Translation, Image Caption Generation...
...

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

商品描述(中文翻譯)

深度學習（Deep Learning）的概念利用深度神經網絡（deep neural nets）來完成人工智慧的任務，例如：

計算機視覺（Computer Vision）： 圖像分類、物體檢測/追蹤

自然語言理解（Natural Language Understanding）： 文本分析、語言翻譯、圖像標題生成...

本書《使用 PyTorch 和 fastai 的深度學習範例 - 開發者食譜（Deep Learning Examples with PyTorch and fastai - A Developers' Cookbook）》充滿了如何在不同問題上應用深度學習框架 PyTorch 和 fastai 的實用範例。

書中內容包括什麼？