IBM Watson Projects: Eight exciting projects that put artificial intelligence into practice for optimal business performance
暫譯: IBM Watson 專案:八個令人興奮的專案,將人工智慧應用於最佳商業表現
James Miller
- 出版商: Packt Publishing
- 出版日期: 2018-09-29
- 售價: $2,000
- 貴賓價: 9.5 折 $1,900
- 語言: 英文
- 頁數: 340
- 裝訂: Paperback
- ISBN: 1789343712
- ISBN-13: 9781789343717
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相關分類:
人工智慧
海外代購書籍(需單獨結帳)
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相關主題
商品描述
Incorporate intelligence to your data-driven business insights and high accuracy business solutions
Key Features
- Explore IBM Watson capabilities such as Natural Language Processing (NLP) and machine learning
- Build projects to adopt IBM Watson across retail, banking, and healthcare
- Learn forecasting, anomaly detection, and pattern recognition with ML techniques
Book Description
IBM Watson provides fast, intelligent insight in ways that the human brain simply can't match. Through eight varied projects, this book will help you explore the computing and analytical capabilities of IBM Watson.
The book begins by refreshing your knowledge of IBM Watson's basic data preparation capabilities, such as adding and exploring data to prepare it for being applied to models. The projects covered in this book can be developed for different industries, including banking, healthcare, media, and security. These projects will enable you to develop an AI mindset and guide you in developing smart data-driven projects, including automating supply chains, analyzing sentiment in social media datasets, and developing personalized recommendations.
By the end of this book, you'll have learned how to develop solutions for process automation, and you'll be able to make better data-driven decisions to deliver an excellent customer experience.
What you will learn
- Build a smart dialog system with cognitive assistance solutions
- Design a text categorization model and perform sentiment analysis on social media datasets
- Develop a pattern recognition application and identify data irregularities smartly
- Analyze trip logs from a driving services company to determine profit
- Provide insights into an organization's supply chain data and processes
- Create personalized recommendations for retail chains and outlets
- Test forecasting effectiveness for better sales prediction strategies
Who this book is for
This book is for data scientists, AI engineers, NLP engineers, machine learning engineers, and data analysts who wish to build next-generation analytics applications. Basic familiarity with cognitive computing and sound knowledge of any programming language is all you need to understand the projects covered in this book.
Table of Contents
- The Essentials of IBM Watson
- A Basic Watson Project
- An Automated Supply Chain Scenario
- Healthcare Dialoguing
- Social Media Sentiment Analysis
- Pattern Recognition and Classification
- Retail and Personalized Recommendations
- Integration for Sales Forecasting
- Anomaly Detection in Banking Using AI
- What's Next
商品描述(中文翻譯)
將智慧融入您的數據驅動商業洞察和高精度商業解決方案
主要特點
- 探索 IBM Watson 的能力,例如自然語言處理 (NLP) 和機器學習
- 建立專案以在零售、銀行和醫療保健領域採用 IBM Watson
- 學習使用機器學習技術進行預測、異常檢測和模式識別
書籍描述
IBM Watson 提供快速、智能的洞察,這是人類大腦無法比擬的。通過八個不同的專案,本書將幫助您探索 IBM Watson 的計算和分析能力。
本書首先幫助您回顧 IBM Watson 的基本數據準備能力,例如添加和探索數據,以便將其應用於模型。書中涵蓋的專案可以針對不同的行業進行開發,包括銀行、醫療保健、媒體和安全。這些專案將使您能夠培養 AI 思維,並指導您開發智能的數據驅動專案,包括自動化供應鏈、分析社交媒體數據集中的情感以及開發個性化推薦。
在本書結束時,您將學會如何開發流程自動化的解決方案,並能夠做出更好的數據驅動決策,以提供卓越的客戶體驗。
您將學到什麼
- 建立具有認知輔助解決方案的智能對話系統
- 設計文本分類模型並對社交媒體數據集進行情感分析
- 開發模式識別應用程序,智能識別數據異常
- 分析駕駛服務公司的行程日誌以確定利潤
- 提供有關組織供應鏈數據和流程的洞察
- 為零售連鎖店和商店創建個性化推薦
- 測試預測效果以改善銷售預測策略
本書適合誰
本書適合希望建立下一代分析應用程序的數據科學家、AI 工程師、NLP 工程師、機器學習工程師和數據分析師。對認知計算的基本了解以及對任何編程語言的良好知識即可理解本書涵蓋的專案。
目錄
- IBM Watson 的基本要素
- 一個基本的 Watson 專案
- 自動化供應鏈場景
- 醫療保健對話
- 社交媒體情感分析
- 模式識別與分類
- 零售與個性化推薦
- 銷售預測的整合
- 使用 AI 進行銀行異常檢測
- 接下來的步驟