Pragmatic AI
暫譯: 務實的人工智慧

Noah Gift

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商品描述

Master Powerful Off-the-Shelf Business Solutions for AI and Machine Learning

 

Pragmatic AI will help you solve real-world problems with contemporary machine learning, artificial intelligence, and cloud computing tools. Noah Gift demystifies all the concepts and tools you need to get results—even if you don’t have a strong background in math or data science.

 

Gift illuminates powerful off-the-shelf cloud offerings from Amazon, Google, and Microsoft, and demonstrates proven techniques using the Python data science ecosystem. His workflows and examples help you streamline and simplify every step, from deployment to production, and build exceptionally scalable solutions. As you learn how machine language (ML) solutions work, you’ll gain a more intuitive understanding of what you can achieve with them and how to maximize their value.

 

Building on these fundamentals, you’ll walk step-by-step through building cloud-based AI/ML applications to address realistic issues in sports marketing, project management, product pricing, real estate, and beyond. Whether you’re a business professional, decision-maker, student, or programmer, Gift’s expert guidance and wide-ranging case studies will prepare you to solve data science problems in virtually any environment.

  • Get and configure all the tools you’ll need
  • Quickly review all the Python you need to start building machine learning applications
  • Master the AI and ML toolchain and project lifecycle
  • Work with Python data science tools such as IPython, Pandas, Numpy, Juypter Notebook, and Sklearn
  • Incorporate a pragmatic feedback loop that continually improves the efficiency of your workflows and systems
  • Develop cloud AI solutions with Google Cloud Platform, including TPU, Colaboratory, and Datalab services
  • Define Amazon Web Services cloud AI workflows, including spot instances, code pipelines, boto, and more
  • Work with Microsoft Azure AI APIs
  • Walk through building six real-world AI applications, from start to finish

Register your book for convenient access to downloads, updates, and/or corrections as they become available. See inside book for details.

商品描述(中文翻譯)

**掌握強大的現成商業解決方案以應用於人工智慧和機器學習**

《**Pragmatic AI**》將幫助您利用當代的機器學習、人工智慧和雲端計算工具解決現實世界中的問題。Noah Gift 釐清了您所需的所有概念和工具,以便獲得成果——即使您在數學或數據科學方面的背景不強。

Gift 照亮了來自 Amazon、Google 和 Microsoft 的強大現成雲端服務,並展示了使用 Python 數據科學生態系統的有效技術。他的工作流程和範例幫助您簡化和精簡每一步,從部署到生產,並構建出極具可擴展性的解決方案。當您學習機器學習(ML)解決方案的運作方式時,您將對可以實現的目標及如何最大化其價值有更直觀的理解。

在這些基礎上,您將逐步學習如何構建基於雲端的 AI/ML 應用程序,以解決體育行銷、專案管理、產品定價、房地產等現實問題。無論您是商業專業人士、決策者、學生還是程式設計師,Gift 的專業指導和廣泛的案例研究將使您準備好在幾乎任何環境中解決數據科學問題。

- 獲取並配置您所需的所有工具
- 快速回顧開始構建機器學習應用所需的所有 Python 知識
- 精通 AI 和 ML 工具鏈及專案生命週期
- 使用 Python 數據科學工具,如 IPython、Pandas、Numpy、Jupyter Notebook 和 Sklearn
- 融入一個務實的反饋循環,不斷提高您的工作流程和系統的效率
- 使用 Google Cloud Platform 開發雲端 AI 解決方案,包括 TPU、Colaboratory 和 Datalab 服務
- 定義 Amazon Web Services 雲端 AI 工作流程,包括 Spot 實例、代碼管道、boto 等
- 使用 Microsoft Azure AI API
- 從頭到尾構建六個現實世界的 AI 應用程序

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