TY - BOOK AU - Song, Qingguan AU - Jin, Haifeng AU - Hu, Xia TI - Automated machine learning in action SN - 9781617298059 U1 - 006.31 SON PY - 2022/// CY - New York PB - Manning Publications Co., KW - Machine learning KW - Data augmentation KW - Automated machine learning N1 - Includes index N2 - Automated Machine Learning in Action reveals how you can automate the burdensome elements of designing and tuning your machine learning systems. It’s written in a math-lite and accessible style, and filled with hands-on examples for applying AutoML techniques to every stage of a pipeline. AutoML can even be implemented by machine learning novices! If you’re new to ML, you’ll appreciate how the book primes you on machine learning basics. Experienced practitioners will love learning how automated tools like AutoKeras and KerasTuner can create pipelines that automatically select the best approach for your task, or tune any customized search space with user-defined hyperparameters, which removes the burden of manual tuning ER -