Regression and Decision Trees: Start with the free online book, The Elements of Statistical Learning by Hastie, Tibshirani, and Friedman. It's a classic and comprehensive resource for these and other machine learning techniques.
Support Vector Machines (SVM): The book Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond