Building Machine Learning Systems with Python, 2/e (Paperback)

Get more from your data through creating practical machine learning systems with Python

About This Book

• Build your own Python-based machine learning systems tailored to solve any problem
• Discover how Python offers a multiple context solution for create machine learning systems
• Practical scenarios using the key Python machine learning libraries to successfully implement in your projects

Who This Book Is For

This book primarily targets Python developers who want to learn and use Python's machine learning capabilities and gain valuable insights from data to develop effective solutions for business problems.

In Detail

Using machine learning to gain deeper insights from data is a key skill required by modern application developers and analysts alike. Python is a wonderful language to develop machine learning applications. As a dynamic language, it allows for fast exploration and experimentation. With its excellent collection of open source machine learning libraries you can focus on the task at hand while being able to quickly try out many ideas.

This book shows you exactly how to find patterns in your raw data. You will start by brushing up on your Python machine learning knowledge and introducing libraries. You'll quickly get to grips with serious, real-world projects on datasets, using modeling, creating recommendation systems. Later on, the book covers advanced topics such as topic modeling, basket analysis, and cloud computing. These will extend your abilities and enable you to create large complex systems.

With this book, you gain the tools and understanding required to build your own systems, tailored to solve your real-world data analysis problems.

透過使用Python創建實用的機器學習系統，讓您從數據中獲得更多價值。

關於本書

- 構建基於Python的機器學習系統，以解決任何問題
- 發現Python提供了多種上下文解決方案，用於創建機器學習系統
- 使用關鍵的Python機器學習庫在實際場景中成功實施

本書適合對象

本書主要針對希望學習和使用Python的機器學習能力，並從數據中獲得有價值洞察力以開發有效解決方案的Python開發人員。

詳細內容

使用機器學習從數據中獲得更深入的洞察力是現代應用程序開發人員和分析師所需的關鍵技能。Python是一種非常適合開發機器學習應用程序的語言。作為一種動態語言，它可以進行快速的探索和實驗。憑藉其出色的開源機器學習庫集合，您可以專注於手頭的任務，同時能夠快速嘗試許多想法。

本書將向您展示如何在原始數據中找到模式。您將首先複習Python機器學習知識並介紹庫。然後，您將迅速掌握在數據集上進行嚴肅的實際項目，使用建模技術，創建推薦系統等。隨後，本書還涵蓋了高級主題，如主題建模、購物籃分析和雲計算。這些將擴展您的能力，使您能夠創建大型複雜系統。

通過本書，您將獲得構建自己系統所需的工具和理解，以解決實際的數據分析問題。