In this section, readers will learn several important machine learning algorithms and techniques through the process of solving real-world problems. The journey of learning machine learning by example includes mining natural language text data with dimensionality reduction and clustering algorithms, content topic discovery and categorization, online ad click-through prediction with various supervised learning algorithms, scaling up learning to a million records, and predicting stock prices with various regression algorithms.
This section includes the following chapters:
- Chapter 2, Exploring the 20 Newsgroups Dataset with Text Analysis Techniques
- Chapter 3, Mining the 20 Newsgroups Dataset with Clustering and Topic Modeling Algorithms
- Chapter 4, Detecting Spam Email with Naive Bayes
- Chapter 5, Classifying News Topic with...