Tag: logistic regression
DataCamp – Credit Risk Modeling in RCourses / Interactive tutorial style course
From DataCamp: “This hands-on-course with real-life credit data will teach you how to model credit risk by using logistic regression and decision trees in R. Modeling credit risk for both personal and company loans is of major importance for banks. The probability that a debtor will default is a key component in getting to a measure for credit risk. While introducing other models in this course as well, we focus on … Continue Reading
The Elements of Statistical LearningBooks / physical books or multiple formats
This book describes the important ideas in statistics, data mining, machine learning, and bioinformatics in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics.
Pattern Recognition and Machine LearningBooks / physical books or multiple formats
This textbook is suitable for courses on machine learning, statistics, computer science, signal processing, computer vision, data mining, and bioinformatics, and is aimed at advanced undergraduates or 1st-year PhD students, as well as practitioners.
Data Science from Scratch: First Principles with PythonBooks / physical books or multiple formats
In this book, you’ll learn how many of the most fundamental data science tools and algorithms work by implementing them from scratch.
An Introduction to Statistical Learning: with Applications in RBooks / Free eBooks / physical books or multiple formats
Provides an accessible overview of the field of statistical learning… This book presents some of the most important modeling and prediction techniques, along with relevant applications.