Introduction To Machine Learning With Python: A Guide For Data Scientists Download.zip
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Introduction to Machine Learning with Python is suitable for beginners, and assumes that the reader has some familiarity with programming. The reader can start by reading the first part and then go through the second part, and can even choose to skip the second part if the reader is already familiar with the topics covered in the first part. On the other hand, if the reader already has some experience with machine learning, they can work through the book in the order they wish.
As more and more data is being generated every year, machine learning applications are becoming a part of daily life. In addition, machine learning is becoming more and more essential to the economy. As such, machine learning has become a very hot topic in several disciplines. This book aims to bridge this gap by giving a practical introduction to machine learning problems. It assumes that the reader has experience with basic programming, and is at least familiar with a non-trivial data set.
The book is organized in three parts. In the first part, we start off by introducing the necessary tools, including data management, preprocessing, model evaluation and tuning, hyper-parameter tuning, and a practical introduction to supervised learning. The second part deals with unsupervised learning, where we cover clustering, dimensionality reduction, and anomaly detection. In the last part we look at reinforcement learning, where we focus on adaptation to new environments and learning to play games.
Some applications, such as Java, require that the application directories and libraries are updated to a newer version before the user can update. However, there are some applications that are not explicitly API-specific, such as the X Window System, the X server source code, are automatically updated as required.
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