Chapter 1 - Introduction to Efficient Deep Learning Welcome to the book! This chapter is a preview of what to expect in the book. We start off by providing an overview of the state of deep learning, its With that being said, let’s start off on our journey to more efficient deep learning models. Introduction to Deep Learning Machine learning is being used in countless applications today. It is a natural automation to search for efficient models and layers. Apart from the above techniques, we gave a quick introduction to efficient models and layers, which are designed with efficiency in mind and can be used as

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Containers 101 2 Introduction to Harbor 3 Image Consistency 4 Image Security 5 Image Distribution 6 Registry Robustness / High Availability 4 Agenda 1 Containers 101 2 Introduction to Harbor 3 Image distributing images and applying RBAC Lifecycle of Containers and Images Agenda 1 Containers 101 2 Introduction to Harbor 3 Image Consistency 4 Image Security 5 Image Distribution 6 Registry Robustness Packaging Docker Kubernetes 14 Publicly Referenceable Customers Agenda 1 Containers 101 2 Introduction to Harbor 3 Image Consistency 4 Image Security 5 Image Distribution 6 Registry Robustness

Project Harbor Introduction 3 Consistency of Images 4 Security 5 Image Distribution 6 High Availability of Registry Agenda 1 Container Image Basics 2 Project Harbor Introduction 3 Consistency of Registry - Key Component to Manage Images Agenda 1 Container Image Basics 2 Project Harbor Introduction 3 Consistency of Images 4 Security 5 Image Distribution 6 High Availability of Registry Project incremental replication (including image deletion) Agenda 1 Container Image Basics 2 Project Harbor Introduction 3 Consistency of Images 4 Security 5 Image Distribution 6 High Availability of Registry Consistency

in EFI . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 52 4 Guest Additions 53 4.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 53 4.2 Installing Virtual networking hardware . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 83 6.2 Introduction to networking modes . . . . . . . . . . . . . . . . . . . . . . . . . . 84 6.3 Network Address . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 97 8 VBoxManage 99 8.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 99 8.2 Commands overview

in EFI . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 52 4 Guest Additions 53 4.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 53 4.2 Installing Virtual networking hardware . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 84 6.2 Introduction to networking modes . . . . . . . . . . . . . . . . . . . . . . . . . . 85 6.3 Network Address . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 98 8 VBoxManage 100 8.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 100 8.2 Commands

in EFI . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 52 4 Guest Additions 53 4.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 53 4.2 Installing Virtual networking hardware . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 83 6.2 Introduction to networking modes . . . . . . . . . . . . . . . . . . . . . . . . . . 84 6.3 Network Address . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 97 8 VBoxManage 99 8.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 99 8.2 Commands overview