Building Machine Learning Systems with Python

Design efficient machine learning systems that give you more accurate results About This Book * Gain an understanding of the machine learning design process * Optimize machine learning systems for improved accuracy * Understand common programming tools and techniques for machine learning * Develop techniques and strategies for dealing with large amounts of data from a variety of sources * Build models to solve unique tasks Who This Book Is For This book is for data scientists, scientists, or just the curious. To get the most out of this book, you will need to know some linear algebra and some Python, and have a basic knowledge of machine learning concepts. What You Will Learn * Gain an understanding of the machine learning design process * Opti...

Solve machine learning problems using probabilistic graphical models implemented in Python with real-world applications Overview Stretch the limits of machine learning by learning how graphical models provide an insight on particular problems, especially in high dimension areas such as image processing and NLP Solve real-world problems using Python libraries to run inferences using graphical models A practical, step-by-step guide that introduces readers to representation, inference, and learning using Python libraries best suited to each task In Detail With the increasing prominence in machine learning and data science applications, probabilistic graphical models are a new tool that machine learning users can use to discover and analyze structures ...

Incorporating machine learning in your applications is becoming essential. As a programmer this book is the ideal introduction to scikit-learn for your Python environment, taking your skills to a whole new level. Overview Use Python and scikit-learn to create intelligent applications Apply regression techniques to predict future behaviour and learn to cluster items in groups by their similarities Make use of classification techniques to perform image recognition and document classification In Detail Machine learning, the art of creating applications that learn from experience and data, has been around for many years. However, in the era of big data, huge amounts of information is being generated. This makes machine learning an unavoidable source o...