Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Building Probabilistic Graphical Models with Python

Buy

Solve machine learning problems using probabilistic graphical models implemented in Python with real-world applications

About This Book

  • 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

Who This Book Is For

If you are a data scientist who knows about machine learning and want to enhance your knowledge of graphical models, such as Bayes network, in order to use them to solve real-world problems using Python libraries, this book is for you.This book is intended for those who have some Python and machine learning experience, or are exploring the machine learning field.

What You Will Learn

  • Create Bayesian networks and make inferences
  • Learn the structure of causal Bayesian networks from data
  • Gain an insight on algorithms that run inference
  • Explore parameter estimation in Bayes nets with PyMC sampling
  • Understand the complexity of running inference algorithms in Bayes networks
  • Discover why graphical models can trump powerful classifiers in certain problems

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 in complex problems. The variety of tools and algorithms under the PGM framework extend to many domains such as natural language processing, speech processing, image processing, and disease diagnosis.

You've probably heard of graphical models before, and you're keen to try out new landscapes in the machine learning area. This book gives you enough background information to get started on graphical models, while keeping the math to a minimum.

(HTML tags aren't allowed.)

Leadership from the Inside Out: Becoming a Leader for Life
Leadership from the Inside Out: Becoming a Leader for Life

Leadership from the Inside Out, Kevin Cashman’s breakthrough business bestseller that clearly connected personal growth to leadership effectiveness, is now completely revised and updated with:

• an explosion of new validating independent research

• impressive new case studies

...

Sams Teach Yourself Google Voice in 10 Minutes
Sams Teach Yourself Google Voice in 10 Minutes

Google Voice is a service that lets you manage all your phone numbers through a single, Internet-connected phone number. Google Voice is free, although you still have to pay for your regular phone services. Users select a free phone number and then use that number to manage all their phones. Sams Teach Yourself Google...

Visual C++ 6 for Dummies Quick Reference
Visual C++ 6 for Dummies Quick Reference
Get up to speed in Visual C++ in a flash with these instant answers to your programming questions. Visual C++ 6 For Dummies Quick Reference is the fast and friendly way to get the most from your C++ programming for the Windows 95 and Windows 98 environments without having to spend hours on end poring through dense reference books....

Principles of Network and System Administration
Principles of Network and System Administration
Burgess fine book … is a well-articulated introduction to a corpus of guiding principles for systems administrators … I consider this an important book … I think that Burgess will become part of the required reading for future (and current) systems administrators. Peter Salus, Usenix Association Features
Multicore Programming Using the ParC Language (Undergraduate Topics in Computer Science)
Multicore Programming Using the ParC Language (Undergraduate Topics in Computer Science)

Multicore Programming Using the ParC Language discusses the principles of practical parallel programming using shared memory on multicore machines. It uses a simple yet powerful parallel dialect of C called ParC as the basic programming language. Designed to be used in an introductory course in parallel programming and covering basic...

Application Testing with Capybara
Application Testing with Capybara

One of my colleagues once described the Ruby community as "Test Infected" and if any library epitomizes this it's Capybara, which has gained popularity exponentially since it was first released. The Ruby community certainly owes its creator Jonas Nicklas a great deal of thanks for bringing peace and harmony to many test...

©2019 LearnIT (support@pdfchm.net) - Privacy Policy