Pytorch Pocket Reference: Building and Deploying Deep Learning Models (Paperback)

Papa, Joe

  • 出版商: O'Reilly
  • 出版日期: 2021-06-15
  • 定價: $1,200
  • 售價: 9.5$1,140
  • 語言: 英文
  • 頁數: 310
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 149209000X
  • ISBN-13: 9781492090007
  • 相關分類: DeepLearning
  • 立即出貨 (庫存 < 3)

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商品描述

This concise, easy-to-use reference puts one of the most popular frameworks for deep learning research and development at your fingertips. Author Joe Papa provides instant access to syntax, design patterns, and code examples to accelerate your development and reduce the time you spend searching for answers.

Research scientists, machine learning engineers, and software developers will find clear, structured PyTorch code that covers every step of neural network development--from loading data to customizing training loops to model optimization and GPU/TPU acceleration. Quickly learn how to deploy your code to production using AWS, Google Cloud, or Azure and deploy your ML models to mobile and edge devices.

  • Learn basic PyTorch syntax and design patterns
  • Create custom models and data transforms
  • Train and deploy models using a GPU and TPU
  • Train and test a deep learning classifier
  • Accelerate training using optimization and distributed training
  • Access useful PyTorch libraries and the PyTorch ecosystem

商品描述(中文翻譯)

這本簡潔且易於使用的參考書將最受歡迎的深度學習研究和開發框架之一 - PyTorch,放在您的指尖。作者Joe Papa提供了語法、設計模式和程式碼範例,以加速您的開發並減少尋找答案的時間。

研究科學家、機器學習工程師和軟體開發人員將找到清晰結構化的PyTorch程式碼,涵蓋了神經網路開發的每一個步驟 - 從載入資料到自訂訓練迴圈、模型優化和GPU/TPU加速。快速學習如何使用AWS、Google Cloud或Azure將您的程式碼部署到生產環境,並將您的機器學習模型部署到行動裝置和邊緣設備。

本書內容包括:
- 學習基本的PyTorch語法和設計模式
- 創建自訂模型和資料轉換
- 使用GPU和TPU進行模型訓練和部署
- 訓練和測試深度學習分類器
- 使用優化和分散式訓練加速訓練
- 存取有用的PyTorch函式庫和PyTorch生態系統

作者簡介

Joe Papa has over 25 years experience in research & development and is the founder of INSPIRD.ai. He holds an MSEE and has led AI Research teams with PyTorch at Booz Allen and Perspecta Labs. Joe has mentored hundreds of Data Scientists and has taught 6,000+ students across the world on Udemy.

作者簡介(中文翻譯)

Joe Papa在研究與開發領域擁有超過25年的經驗,並且是INSPIRD.ai的創始人。他擁有MSEE學位,並曾在Booz Allen和Perspecta Labs領導過使用PyTorch的人工智慧研究團隊。Joe曾指導過數百名資料科學家,並在Udemy上教授過6000多名學生。