Applied Math with Python: Solve Real-World Problems with Python-Based Solutions
暫譯: 應用數學與 Python：使用基於 Python 的解決方案解決現實世界問題
Rayfield, Blake
商品描述
A step-by-step guide for using Python to transform abstract mathematical concepts into effective, on-the-ground scripts that solve real-world business problems
Applied Math with Python: Solve Real-World Problems with Python-Based Solutions is a detailed, step-by-step guide for business professionals, analysts, and data scientists interested in using Python to perform crucial organizational tasks: optimizing inefficient supply chains, calculating probabilities, forecasting financial performance, mining customer data for new insights, and more.
Author, researcher, and Assistant Professor of Finance at the University of North Florida, Blake Rayfield uses practical examples and hands-on exercises to explain how to combine concepts from optimization, probability, statistics, and other branches of mathematics with the Python language to solve difficult, common business problems. You'll discover how marketing managers can use Python to create useful customer segments, how to model revenue growth, and how to allocate limited resources in a product launch or expansion.
Inside the book:
- Modular, plug-and-play strategies for solving hard problems in Python in situations where a spreadsheet is inadequate
- Instructions for building effective, scalable Python scripts incorporating many of the most powerful Python libraries, including pandas, NumPy, matplotlib, seaborn, scikit-learn, and Plotly
- Start-to-finish coverage for business professionals - from building a Python scripting environment on your local computer or in a cloud environment to designing, writing, testing, and running a functional script
Perfect for entrepreneurs, analysts, managers, and professionals working in AI, data science, and finance, Applied Math with Python is an expert guide for transforming abstract mathematical concepts into useful, repeatable, scalable solutions you can put to work immediately in your team and in your organization.
商品描述(中文翻譯)
使用 Python 將抽象數學概念轉化為有效的實地腳本，以解決現實世界商業問題的逐步指南
使用 Python 的應用數學：用基於 Python 的解決方案解決現實世界問題 是一本詳細的逐步指南，適合對使用 Python 執行關鍵組織任務感興趣的商業專業人士、分析師和數據科學家：優化低效的供應鏈、計算概率、預測財務表現、挖掘客戶數據以獲取新見解等。
作者、研究員及北佛羅里達大學金融學助理教授 Blake Rayfield 使用實際範例和動手練習來解釋如何將優化、概率、統計及其他數學分支的概念與 Python 語言結合，以解決困難且常見的商業問題。您將發現市場經理如何使用 Python 創建有用的客戶細分，如何建模收入增長，以及如何在產品推出或擴展中分配有限資源。
書中內容：
- 在電子表格不足的情況下，使用 Python 解決困難問題的模組化即插即用策略
- 構建有效、可擴展的 Python 腳本的指導，包含許多最強大的 Python 庫，包括 pandas、NumPy、matplotlib、seaborn、scikit-learn 和 Plotly
- 從頭到尾的商業專業人士指南 - 從在本地計算機或雲環境中建立 Python 腳本環境，到設計、編寫、測試和運行功能性腳本
使用 Python 的應用數學 非常適合企業家、分析師、經理以及在 AI、數據科學和金融領域工作的專業人士，是一本專家指南，幫助您將抽象的數學概念轉化為有用、可重複、可擴展的解決方案，您可以立即在您的團隊和組織中投入使用。
