AI Blueprints: How to build and deploy AI business projects
暫譯: AI 藍圖:如何構建和部署 AI 商業項目
Dr. Joshua Eckroth
- 出版商: Packt Publishing
- 出版日期: 2018-12-28
- 定價: $1,380
- 售價: 8.0 折 $1,104
- 語言: 英文
- 頁數: 250
- 裝訂: Paperback
- ISBN: 1788992873
- ISBN-13: 9781788992879
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相關分類:
人工智慧
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相關主題
商品描述
The essential blueprints and workflow you need to build successful AI business applications
Key Features
- Learn and master the essential blueprints to program AI for real-world business applications
- Gain insights into how modern AI and machine learning solve core business challenges
- Acquire practical techniques and a workflow that can build AI applications using state-of-the-art software libraries
- Work with a practical, code-based strategy for creating successful AI solutions in your business
Book Description
AI Blueprints gives you a working framework and the techniques to build your own successful AI business applications. You'll learn across six business scenarios how AI can solve critical challenges with state-of-the-art AI software libraries and a well thought out workflow. Along the way you'll discover the practical techniques to build AI business applications from first design to full coding and deployment.
The AI blueprints in this book solve key business scenarios. The first blueprint uses AI to find solutions for building plans for cloud computing that are on-time and under budget. The second blueprint involves an AI system that continuously monitors social media to gauge public feeling about a topic of interest - such as self-driving cars. You'll learn how to approach AI business problems and apply blueprints that can ensure success.
The next AI scenario shows you how to approach the problem of creating a recommendation engine and monitoring how those recommendations perform. The fourth blueprint shows you how to use deep learning to find your business logo in social media photos and assess how people interact with your products. Learn the practical techniques involved and how to apply these blueprints intelligently. The fifth blueprint is about how to best design a 'trending now' section on your website, much like the one we know from Twitter. The sixth blueprint shows how to create helpful chatbots so that an AI system can understand customers' questions and answer them with relevant responses.
This book continuously demonstrates a working framework and strategy for building AI business applications. Along the way, you'll also learn how to prepare for future advances in AI. You'll gain a workflow and a toolbox of patterns and techniques so that you can create your own smart code.
What you will learn
- An essential toolbox of blueprints and advanced techniques for building AI business applications
- How to design and deploy AI applications that meet today's business needs
- A workflow from first design stages to practical code solutions in your next AI projects
- Solutions for AI projects that involve social media analytics and recommendation engines
- Practical projects and techniques for sentiment analysis and helpful chatbots
- A blueprint for AI projects that recommend products based on customer purchasing habits
- How to prepare yourself for the next decade of AI and machine learning advancements
Who this book is for
Programming AI Business Applications provides an introduction to AI with real-world examples. This book can be read and understood by programmers and students without requiring previous AI experience. The projects in this book make use of Java and Python and several popular and state-of-the-art opensource AI libraries.
Table of Contents
- The AI Workflow
- Planning Cloud Infrastructure
- Making Sense of Feedback
- Recommending Products and Services
- Detecting Your Logo in Social Media
- Discovering Trends and Recognizing Anomalies
- Understanding Queries and Generating Responses
- Preparing for Your Future and Surviving the Hype Cycle
商品描述(中文翻譯)
建立成功的人工智慧商業應用所需的基本藍圖和工作流程
主要特點
- 學習並掌握編程人工智慧以應用於現實商業的基本藍圖
- 深入了解現代人工智慧和機器學習如何解決核心商業挑戰
- 獲得實用技術和工作流程,使用最先進的軟體庫來構建人工智慧應用
- 採用實用的基於代碼的策略,在您的業務中創建成功的人工智慧解決方案
書籍描述
《人工智慧藍圖》為您提供了一個可行的框架和技術,以構建您自己的成功人工智慧商業應用。您將在六個商業場景中學習人工智慧如何利用最先進的人工智慧軟體庫和精心設計的工作流程來解決關鍵挑戰。在這個過程中,您將發現從初步設計到完整編碼和部署的實用技術,以構建人工智慧商業應用。
本書中的人工智慧藍圖解決了關鍵的商業場景。第一個藍圖使用人工智慧尋找雲計算的建設計劃解決方案,確保按時且在預算內完成。第二個藍圖涉及一個人工智慧系統,持續監控社交媒體,以評估公眾對某個感興趣主題(如自駕車)的情感。您將學習如何處理人工智慧商業問題並應用能確保成功的藍圖。
下一個人工智慧場景展示了如何處理創建推薦引擎的問題,並監控這些推薦的表現。第四個藍圖展示了如何使用深度學習在社交媒體照片中找到您的商業標誌,並評估人們如何與您的產品互動。學習相關的實用技術以及如何智能地應用這些藍圖。第五個藍圖是關於如何最佳設計網站上的「當前熱門」區域,類似於我們在 Twitter 上所知道的。第六個藍圖展示了如何創建有用的聊天機器人,使人工智慧系統能夠理解客戶的問題並用相關的回應回答他們。
本書不斷展示構建人工智慧商業應用的可行框架和策略。在這個過程中,您還將學習如何為未來的人工智慧進步做好準備。您將獲得一個工作流程和一套模式及技術工具,以便創建自己的智能代碼。
您將學到什麼
- 構建人工智慧商業應用的基本藍圖和先進技術工具箱
- 如何設計和部署滿足當今商業需求的人工智慧應用
- 從初步設計階段到實用代碼解決方案的工作流程,適用於您的下一個人工智慧項目
- 涉及社交媒體分析和推薦引擎的人工智慧項目解決方案
- 情感分析和有用聊天機器人的實用項目和技術
- 基於客戶購買習慣推薦產品的人工智慧項目藍圖
- 如何為未來十年的人工智慧和機器學習進步做好準備
本書適合誰
《編程人工智慧商業應用》提供了人工智慧的介紹,並附有現實世界的範例。本書可供沒有先前人工智慧經驗的程式設計師和學生閱讀和理解。本書中的項目使用 Java 和 Python 以及幾個流行的最先進開源人工智慧庫。
目錄
- 人工智慧工作流程
- 雲基礎設施規劃
- 理解反饋
- 推薦產品和服務
- 在社交媒體中檢測您的標誌
- 發現趨勢和識別異常
- 理解查詢並生成回應
- 為您的未來做好準備並生存於炒作周期中