Book

Production-Ready Applied Deep Learning

While there are many books on various deep learning models, it is difficult to find a book about serving the models at scale. In this book, you will learn how to quickly build working models, convert them into production-ready applications supporting various deployment environments, and distribute them at scale in the most efficient way.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

10h44m

Language

English

About Book

Who Is This Book For?

Machine learning engineers, deep learning specialists, and data scientists will find this book helpful in closing the gap between the theory and application with detailed examples. Beginner-level knowledge in machine learning or software engineering will help you grasp the concepts covered in this book easily.

Book content

chapters 10h44m total length

Effective Planning of Deep Learning-Driven Projects

Data Preparation for Deep Learning Projects

Developing a Powerful Deep Learning Model

Experiment Tracking, Model Management, and Dataset Versioning

Data Preparation in the Cloud

Efficient Model Training

Revealing the Secret of Deep Learning Models

Simplifying Deep Learning Model Deployment

Scaling a Deep Learning Pipeline

Improving Inference Efficiency

Deep Learning on Mobile Devices

Monitoring Deep Learning Endpoints in Production

Reviewing the Completed Deep Learning Project

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