Dive Into Deep Learning

Deep learning has revolutionized pattern recognition, introducing tools that power a wide range of technologies in such diverse ?elds 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 ?tting 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.

Product details

• Authors: Mu Li, Zachary C. Lipton, A Smola, Alexander J. Smola, Smola Alexander J., Aston Zhang, Aston (Amazon Web Services) Lipton Zhang
• Publisher: Cambridge University Press Academic
• Languages: English
• Product format: Paperback / Softback
• Released: 30.06.2023
• EAN: 9781009389433
• ISBN: 978-1-0-0938943-3
• No. of pages: 574
• Dimensions: 200 mm x 250 mm x 30 mm
• Subjects: Natural sciences, medicine, IT, technology > IT, data processing; machine learning, Data Mining, COMPUTERS / Information Theory, Information theory, Natural language & machine translation, COMPUTERS / Data Science / Machine Learning, COMPUTERS / Data Science / Data Visualization, Data analysis: general, Data science and analysis: general, COMPUTERS / Data Science / Data Analytics, Natural language and machine translation, COMPUTERS / Database Administration & Management, Data capture and analysis, Data Capture & Analysis