Models Demystified: A Practical Guide from Linear Regression to Deep Learning
暫譯: 模型解密：從線性回歸到深度學習的實用指南

Clark, Michael, Berry, Seth

Models Demystified: A Practical Guide from Linear Regression to Deep Learning
  • 出版商: CRC
  • 出版日期: 2025-08-15
  • 售價: $4,200
  • 貴賓價: 9.5 折 $3,990
  • 語言: 英文
  • 頁數: 474
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032582588
  • ISBN-13: 9781032582580
  • 相關分類: Python、R 語言、Machine Learning

    • 海外代購書籍(需單獨結帳)

商品描述

In this comprehensive guide, we delve into the world of data science, machine learning, and AI modeling, providing readers with a robust foundation and practical skills to tackle real-world problems. From basic modeling techniques to advanced machine learning algorithms, this book covers a wide range of topics, ensuring that readers at all levels can benefit from its content. Each chapter is meticulously crafted to offer clear explanations, hands-on examples, and code snippets in both Python and R, making complex concepts accessible and actionable. Additional focus is placed on model interpretation and estimation, common data issues, modeling pitfalls to avoid, and best practices for modeling in general.

商品描述(中文翻譯)

在這本綜合指南中，我們深入探討數據科學、機器學習和人工智慧建模的世界，為讀者提供堅實的基礎和實用技能，以應對現實世界中的問題。從基本的建模技術到先進的機器學習演算法，本書涵蓋了廣泛的主題，確保各個層級的讀者都能從中受益。每一章都經過精心設計，提供清晰的解釋、實作範例，以及 Python 和 R 的程式碼片段，使複雜的概念變得易於理解和可操作。此外，本書還特別關注模型解釋和估算、常見數據問題、應避免的建模陷阱，以及一般建模的最佳實踐。

作者簡介

Michael Clark is a senior machine learning scientist for OneSix, and in prior stints, was a data science consultant at the University of Michigan and Notre Dame. His models have been used in production across a variety of industries, and can be seen in dozens of publications across several academic disciplines. He has a passion for helping people of all skill levels learn difficult stuff.

Seth Berry is the Academic Co-Director of the Master of Science in Business Analytics (MSBA) Residential Program, and Associate Teaching Professor at the University of Notre Dame for the IT, Analytics, and Operations Department. He has a PhD in Applied Experimental Psychology, and has been teaching and consulting in data science for over a decade.

作者簡介(中文翻譯)

Michael Clark 是 OneSix 的資深機器學習科學家，之前曾在密西根大學和聖母大學擔任數據科學顧問。他的模型已在多個行業中投入生產，並且在多個學術領域的數十篇出版物中均有出現。他熱衷於幫助各種技能水平的人學習困難的知識。

Seth Berry 是商業分析碩士（MSBA）住校課程的學術聯合主任，並且是聖母大學資訊科技、分析與運營系的副教授。他擁有應用實驗心理學的博士學位，並在數據科學領域教學和顧問工作超過十年。

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