Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Designing Machine Learning Systems with Python

Buy

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
  • Optimize the error function of your machine learning system
  • Understand the common programming patterns used in machine learning
  • Discover optimizing techniques that will help you get the most from your data
  • Find out how to design models uniquely suited to your task

In Detail

Machine learning is one of the fastest growing trends in modern computing. It has applications in a wide range of fields, including economics, the natural sciences, web development, and business modeling. In order to harness the power of these systems, it is essential that the practitioner develops a solid understanding of the underlying design principles.

There are many reasons why machine learning models may not give accurate results. By looking at these systems from a design perspective, we gain a deeper understanding of the underlying algorithms and the optimisational methods that are available. This book will give you a solid foundation in the machine learning design process, and enable you to build customised machine learning models to solve unique problems. You may already know about, or have worked with, some of the off-the-shelf machine learning models for solving common problems such as spam detection or movie classification, but to begin solving more complex problems, it is important to adapt these models to your own specific needs. This book will give you this understanding and more.

Style and approach

This easy-to-follow, step-by-step guide covers the most important machine learning models and techniques from a design perspective.

(HTML tags aren't allowed.)

Statistical Data Mining Using SAS Applications, Second Edition
Statistical Data Mining Using SAS Applications, Second Edition

The objective of the second edition of this book is to introduce statistical data mining concepts, describe methods in statistical data mining from sampling to decision trees, demonstrate the features of user-friendly data mining SAS tools and, above all, allow the book users to download compiled data mining SAS (Version 9.0 and...

Minecraft Modding with Forge: A Family-Friendly Guide to Building Fun Mods in Java
Minecraft Modding with Forge: A Family-Friendly Guide to Building Fun Mods in Java

One day a couple of years ago, I was stunned when my son told me, "Dad, my JAR snapshot messed up the configuration." As a curious dad and an experienced Java programmer, my question to him was, "How do you know what a JAR is?"

What I didn't anticipate at that time was how that one question would
...

Herbal and Traditional Medicine: Molecular Aspects of Health (Oxidative Stress and Disease)
Herbal and Traditional Medicine: Molecular Aspects of Health (Oxidative Stress and Disease)

Responding to the increased popularity of herbal medicines and other forms of complementary or alternative medicine in countries around the world, this reference reviews and evaluates various safety, toxicity, and quality-control issues related to the use of traditional and herbal products for health maintenance and disease prevention and...


Logic Pro 8 Power (Book)
Logic Pro 8 Power (Book)

“Logic Pro 8 Power!” provides a complete introduction and reference for Logic Pro in a volume less than a third the size of the Logic Pro 8 manual. It doesn’t attempt to cover everything, but it makes sure to cover the things that you are likely to run into while using Logic to make music, through simple, thorough, and complete...

Software Architect Bootcamp
Software Architect Bootcamp
Software Architecture Bootcamp is your hands-on "field manual" for becoming a great software architect! This
hands-on "field manual" gives developers the essential skills they need to survive and thrive as software architects!
You’ll find insightful, real-world coverage of everything from design patterns to
...
Social Networking for Career Success: Using Online Tools to Create a Personal Brand
Social Networking for Career Success: Using Online Tools to Create a Personal Brand

Social media is a powerful, mandatory tool for the job world, and career expert Miriam Salpeter illustrates its fullest potential with this one-stop resource. Learn how to create and promote an online brand and make yourself indispensable in your field.

Social Networking for Career Success...

©2018 LearnIT (support@pdfchm.net) - Privacy Policy