Interpretable Machine Learning
This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.
Download free tutorial in PDF (312 pages) created by Christoph Molnar .
| Pages : | 312 |
| Size : | |
| File type : | HTML |
| Downloads: | 245 |
| Created: | 2021-05-15 |
| License: | Free |
| Author(s): | Christoph Molnar |
Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233
Others Machine Learning Tutorials
Interpretable Machine Learning
Machine Learning for Cyber Physical Systems
Others related eBooks about Interpretable Machine Learning
Microsoft Dynamics NAV AdministrationMicrosoft Dynamics NAV is an Enterprise Resource Planning (ERP) software product that inte..., download free NAV Administration tutorial in PDF (190 pages) created by Amit Sachdev ....
Open Source SystemsDownload free course Open Source Systems, pdf file on 217 pages by Vladimir Ivanov, Artem Kruglov, Sergey Masyagin, Alberto Sillitti, Giancarlo Succi....
What Is Data Science?Download free course What Is Data Science?, pdf file on 17 pages by Mike Loukides....
The Little Book of SemaphoresThe Little Book of Semaphores is a free textbook that introduces the principles of synchro..., download free Semaphores tutorial in PDF (291 pages) created by ....
Programming for Computations - MATLAB/Octave: A Gentle Introduction to Numerical Simulations with MATLAB/OctaveThis book presents computer programming as a key method for solving mathematical problems using MATLAB and Octave. There are two versions of the book, one for MATLAB and one for Python. The book was inspired by the Springer book TCSE 6: A Primer on Scientific Programming with Python (by Langtangen...
Arduino : a quick guideThis tutorial is a quick guide about Arduino ,free pdf courses under 37 pages designed to beginners.You will learn how to interfacing a Joystick ,playing melody and reading Potentiometer with the microcontroller of Arduino technology....
The Deno HandbookDeno is a runtime for JavaScript and TypeScript that is based on the V8 JavaScript engine ..., download free Deno tutorial in PDF (46 pages) created by ....
AI for Everyone?Download free course AI for Everyone?, pdf file on 310 pages by by Pieter Verdegem....
iOS App Reverse EngineeringThis book is the world's first book of very detailed iOS App reverse engineering skills, targeting 4 kinds of readers:...
D3 Tips and Tricks v3.xDownload free course D3 Tips and Tricks v3.x, pdf file on 551 pages by Malcolm Maclean....