DESIGN PATTERNS OF DEEP LEARNING WITH TENSORFLOW IBD

Sinopse

Architecting AI: Design patterns for building deep learning productsKEY FEATURESááâùÅ Master foundational concepts in design patterns of deep learning.âùÅ Benefit from practical insights shared by an industry professional.âùÅ Learn to build data products using deep learning.DESCRIPTIONáDesign Patterns of Deep Learning with TensorFlow is your comprehensive guide to learning deep learning from a design pattern perspective. In this book, we explore deep learning within the context of building hyper-personalization models, exploring its applications across various industries and scenarios. It starts by showing how deep learning enhances retail through customer segmentation and data analysis. You will learn neural networks, computer vision with CNNs, and NLP for analyzing customer behavior. This book addresses challenges like uneven data and optimizing models with techniques like backpropagation, hyperparameter tuning, and transfer learning. Finally, it covers setting up data pipelines and deploying your system. With practical tips and actionable advice, this book equips readers with the skills and strategies needed to thrive in todayâÇÖs competitive AI landscape.By the end of this book, you will be equipped with the knowledge and practical skills to build and deploy deep learning-powered hyper-personalization systems that deliver exceptional customer experiences.WHAT YOU WILL LEARNâùÅ Understand about hyper-personalized AI models for tailored user experiences.âùÅ Design principles of computer vision and NLP models.âùÅ Inner working of transformers equipping readers to understand the intricacies of generative AI and large language models (LLMs) like ChatGPT.âùÅ To get the best out of deep learning models through hyperparameter tuning and transfer learning.âùÅ Learn how to build deployment pipelines to serve models into production environments seamlessly.WHO THIS BOOK IS FORThis book caters to both beginners and experienced practitioners in the field of data science and Machine Learning. Through practical examples, it simplifies complex ideas, linking them to design patterns.á