Dive into Deep Learning van Aston Zhang, Zachary C. Lipton, Mu Li is een Engelstalig gedrukt boek. Deze titel is geschikt voor lezers die zich inhoudelijk willen verdiepen in dit onderwerp.
Deep learning has revolutionized pattern recognition, introducing tools that power a wide range of technologies in such diverse fields as computer vision, natural language processing, and automatic speech recognition. Applying deep learning requires you to simultaneously understand how to cast a problem, the basic mathematics of modeling, the algorithms for fitting your models to data, and the engineering techniques to implement it all. This book is a comprehensive resource that makes deep learning approachable, while still providing sufficient technical depth to enable engineers, scientists, and students to use deep learning in their own work. No previous background in machine learning or deep learning is required-every concept is explained from scratch and the appendix provides a refresher on the mathematics needed. Runnable code is featured throughout, allowing you to develop your own intuition by putting key ideas into practice.
This approachable text teaches all the concepts, the context, and the code needed to understand deep learning. Suitable for students and professionals, the book doesn't require any previous background in machine learning or deep learning. Interactive examples feature throughout, with runnable code and executable Jupyter notebooks available online.
An approachable text combining the depth and quality of a textbook with the interactive multi-framework code of a hands-on tutorial.
Inhoudelijk sluit dit boek aan bij onderwerpen als Machine learning, Data capture and analysis, COMPUTERS / Data Science / Machine Learning.