DMCA. Copyrighted Work that you can Claim.
Base have 37 000 books.
Search: 


📙 Mastering Probabilistic Graphical Models Using Python: Master probabilistic graphical models by learning through real-world problems and illustrative code examples in Python by Ankur Ankan, Abinash Panda — download pdf


Probabilistic graphical models is a technique in machine learning that uses the concepts of graph theory to concisely represent and optimally predict values in our data problems. Graphical models gives us techniques to find complex patterns in the data and are widely used in the field of speech recognition, information extraction, image segmentation, and modeling gene regulatory networks. This book starts with the basics of probability theory and graph theory, then goes on to discuss various models and inference algorithms. All the different types of models are discussed along with code examples to create and modify them, and also run different inference algorithms on them. There is an entire chapter that goes on to cover Naive Bayes model and Hidden Markov models. These models have been thoroughly discussed using real-world examples.

About book:

About file:

  • File size: 16 601 671
  • Format: pdf


Security code:
Download button

Similar books results


Bioinformatics Programming Using Python: Practical Programming for Biological Data (Animal Guide)
Bioinformatics Programming Using Python: Practical Programming for Biological Data (Animal Guide) free download by Mitchell L. Model

Comparing to Perl, Python has a quite lagged adoption as the scripting language of choice in the field of bioinformatics, although it is getting some moment recently. If you read job descriptions for bioinformatics engineer or scientist positions a few ...

Graphical Models for Machine Learning and Digital Communication
Graphical Models for Machine Learning and Digital Communication free download by Frey B.J.

A variety of problems in machine learning and digital communication deal with complex but structured natural or artificial systems. In this book, Brendan Frey uses graphical models as an overarching framework to describe and solve problems of pattern clas...

Bayesian Network Technologies: Applications and Graphical Models
Bayesian Network Technologies: Applications and Graphical Models free pdf by Ankush Mittal, Ankush Mittal; Ashraf Kassim

Bayesian networks are now being used in a variety of artificial intelligence applications. These networks are high-level representations of probability distributions over a set of variables that are used for building a model of the problem domain. Baye...

Bayesian Networks and Decision Graphs: February 8, 2007
Bayesian Networks and Decision Graphs: February 8, 2007 pdf free by Finn V. Jensen, Thomas D. Nielsen (auth.)

Probabilistic graphical models and decision graphs are powerful modeling tools for reasoning and decision making under uncertainty. As modeling languages they allow a natural specification of problem domains with inherent uncertainty, and from a computati...

Practical Programming, 2nd Edition: An Introduction to Computer Science Using Python 3
Practical Programming, 2nd Edition: An Introduction to Computer Science Using Python 3 pdf free by Paul Gries, Jennifer Campbell, Jason Montojo

This book is for anyone who wants to understand computer programming. You'll learn to program in a language that' s used in millions of smartphones, tablets, and PCs. You'll code along with the book, writing programs to solve real-world problems as you le...

The Control Handbook: Control System Fundamentals
The Control Handbook: Control System Fundamentals pdf free by Levine W.S. (ed.)

At publication, The Control Handbook immediately became the definitive resource that engineers working with modern control systems required. Among its many accolades, that first edition was cited by the AAP as the Best Engineering Handbook of 1996. Now,...

Blender Master Class: A Hands-On Guide to Modeling, Sculpting, Materials, and Rendering
Blender Master Class: A Hands-On Guide to Modeling, Sculpting, Materials, and Rendering pdf free by Ben Simonds

Blender is a powerful and free 3D graphics tool used by artists and designers worldwide. But even experienced designers can find it challenging to turn an idea into a polished piece. For those who have struggled to create professional quality projects in ...

Mastering QGIS: Go beyond the basics and unleash the full power of QGIS with practical, step-by-step examples
Mastering QGIS: Go beyond the basics and unleash the full power of QGIS with practical, step-by-step examples free download by Kurt Menke, GISP

QGIS is the leading alternative to proprietary GIS software. Although QGIS is described as intuitive, it is also, by default, complex. Knowing which tools to use and how to apply them is essential to producing valuable deliverables on time. Starting with...

Mastering AutoCAD 2000
Mastering AutoCAD 2000 pdf free by George Omura

Mastering AutoCAD 2000, the fully revised edition of Omura's all-time best-seller, is your one-stop authority on the latest release of AutoCAD. If you're new to this powerful design tool, this book gets you started using AutoCAD right away with a tutorial...

What Animals Want: Expertise and Advocacy in Laboratory Animal Welfare Policy
What Animals Want: Expertise and Advocacy in Laboratory Animal Welfare Policy epub download by Larry Carbone

Don't pay attention to the animal rights activists reviews on this book. They probably never even read the book but just write reviews to bash pro-animal welfare. (if you don't know the difference, look it up) This book is written by a Veterinarian who s...

Mathematics As a Science of Patterns
Mathematics As a Science of Patterns pdf free by Michael D. Resnik

This book expounds a system of ideas about the nature of mathematics which Michael Resnik has been elaborating for a number of years. In calling mathematics a science he implies that it has a factual subject-matter and that mathematical knowledge is on a ...

War In The Early Modern World (Warfare and History)
War In The Early Modern World (Warfare and History) free pdf by Jeremy Black

A collection of essays charting the developments in military practice and warfare across the world in the early modern and modern periods....

Great War, 1914-1918 (Warfare and History)
Great War, 1914-1918 (Warfare and History) pdf free by Spencer Tucker

This is a very good book, especially for a more passive reader of history. It is relatively short and sticks to the major events during the war and does not get into meticulous details. The format is standardized with each chapter focusing on a particular...

Communicative Action and Rational Choice (Studies in Contemporary German Social Thought)
Communicative Action and Rational Choice (Studies in Contemporary German Social Thought) free download by Joseph Heath

I just finished Heath's book and found it to be extremely fascinating and well thought out. The problem is, I can't imagine many people who wouldn't find the title a little intimidating. I am an economics PHD student at UC Irvine, with special interests...

Bond Portfolio Optimization
Bond Portfolio Optimization free pdf by Dr. Michael Puhle (auth.)

1 The tools of modern portfolio theory are in general use in the equity markets, either in the form of portfolio optimization software or as an accepted frame- 2 work in which the asset managers think about stock selection. In the ?xed income market on th...

The Energy of Slaves
The Energy of Slaves pdf free by Leonard Cohen

At one stage known as Canada's poet laureate of existential despair, Cohen published a number of poetry books and the classic novel Beautiful Losers during the 1960s and early 1970s. First published in 1972, this book contains 117 of his poems. I always...

Warfare, State And Society In The Byzantine World 565-1204 (Warfare and History)
Warfare, State And Society In The Byzantine World 565-1204 (Warfare and History) epub download by John Haldon

Warfare, State and Society in the Byzantine World is the first comprehensive study of warfare and the Byzantine world from the sixth to the twelfth century.The book examines Byzantine attitudes to warfare, the effects of war on society and culture, and th...

Arguing About War
Arguing About War free pdf by Andrew Altman, Christopher Heath Wellman

In my opinion; It is unfortunate that Mr Walzer is at an advanced age as he is unlikely to actually learn about war so as to enable him to argue about it with credibility and understanding. Credit goes to the other (2) reviewers of this book as they did a...

Islamic Literature in Contemporary Turkey: From Epic to Novel
Islamic Literature in Contemporary Turkey: From Epic to Novel free pdf by Kenan Çayır (auth.)

This book explores the changing understandings of Islam by focusing on the Islamist movement's production of literary fiction since the early 1980s. By focusing on Islamic literary narratives of the period, this study introduces issues of change, space, h...