Interpretable Machine Learning
Interpretable Machine Learning is a comprehensive guide to making machine learning models interpretable "Pretty convinced this is the best book out there on the subject" – Brian Lewis, Data Scientist...
Pen and Paper Exercises in Machine Learning
This is a collection of (mostly) pen-and-paper exercises in machine learning. Each exercise comes with a detailed solution. The following topics are covered: linear algebra optimisation directed graphical models undirected...
Efficient Learning Machines
Machine learning techniques provide cost-effective alternatives to traditional methods for extracting underlying relationships between information and data and for predicting future events by processing existing information to train models. Efficient Learning...
Machine Learning with Neural Networks
This modern and self-contained book offers a clear and accessible introduction to the important topic of machine learning with neural networks. In addition to describing the mathematical principles of the...
Selling the American People
How marketers learned to dream of optimization and speak in the idiom of management science well before the widespread use of the Internet. Algorithms, data extraction, digital marketers monetizing "eyeballs":...
Ownership of Knowledge
A framework for knowledge ownership that challenges the mechanisms of inequality in modern society. Scholars of science, technology, medicine, and law have all tended to emphasize knowledge as the sum...
Sewer of Progress
A creative and comprehensive exploration of the institutional forces undermining the management of environments critical to public health. For almost two decades, the citizens of western Mexico have called for...
Winds of Doctrine, Volume 9
A critical edition of a classic work by the renowned philosopher George Santayana evaluating key movements in American intellectual history. Winds of Doctrine presents six essays by the internationally recognized critic...
The Stuff Games Are Made Of
A deep dive into practical game design through playful philosophy and philosophical play. What are video games made of? And what can that tell us about what they mean? In The...
The Amazing Journey of Reason
Organisms, or organized, living, systems. What's their origin? Why and how did they evolve? The Amazing Journey of Reason analyses the evolution of complex structures in the universe -from the...