Learning Data Mining with Python
Harness the power of Python to analyze data and create insightful predictive modelsPaperback Engels 2015 9781784396053
The next step in the information age is to gain insights from the deluge of data coming our way. Data mining provides a way of finding this insight, and Python is one of the most popular languages for data mining, providing both power and flexibility in analysis.
This book teaches you to design and develop data mining applications using a variety of datasets, starting with basic classification and affinity analysis. Next, we move on to more complex data types including text, images, and graphs. In every chapter, we create models that solve real-world problems.
There is a rich and varied set of libraries available in Python for data mining. This book covers a large number, including the IPython Notebook, pandas, scikit-learn and NLTK.
Each chapter of this book introduces you to new algorithms and techniques. By the end of the book, you will gain a large insight into using Python for data mining, with a good knowledge and understanding of the algorithms and implementations.
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Classifying with scikit-learn Estimators
Predicting Sports Winners with Decision Trees
Recommending Movies Using Affinity Analysis
Extracting Features with Transformers
Social Media Insight Using Naive Bayes
Discovering Accounts to Follow Using Graph Mining
Beating CAPTCHAs with Neural Networks
Clustering News Articles
Classifying Objects in Images Using Deep Learning
Working with Big Data
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