The LION Way: Machine Learning plus Intelligent Optimization [PDF]

Learning and Intelligent Optimization (LION) is the combination of learning from data and optimization applied to solve complex and dynamic problems. The LION way is about increasing the automation level and connecting data directly to decisions and actions. Download the entire book or individual chapters in pdf format.

Book Description

Topics included: Introduction and nearest neighbors • Learning requires a method • Linear models • Mastering generalized linear least-squares • Rules, decision trees, and forests • Ranking and selecting features • Specific nonlinear models • Neural networks, shallow and deep • Statistical Learning Theory and Support Vector Machines (SVM) • Democracy in Machine Learning.

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