Training

Deep Learning for Digital Content Creation with Autoencoders.

About This Course

Course Code
NVDLCCA

Course Type
Premium

Vendor
NVIDIA

Duration
1 Days

RRP
£1,460.00

Course Overview
Download

Overview

This workshop teaches deep learning techniques to design, train, and deploy neural networks for digital content creation through a series of hands-on exercises. You will work with widely-used deep learning tools, frameworks, and workflows by performing neural network training on a fully-configured, GPU-accelerated workstation in the cloud. The workshop teaches techniques for transferring the look and feel of an image, as well as autoencoder- based techniques to enhance image quality.

You’ll also learn methods to detect noise and train your own denoiser on some sample images. By the end of the workshop, you will be able to create paintings from your photographs, make noise-free images from noisy ones, and convert low-resolution images to high-resolution images.

Objectives

At the conclusion of the workshop, you will have an understanding of autoencoders and be able to:

Why Deep Learning Institute Hands-On Training?

Certification

Course Outline

Introduction

Instructor introduction and environment setup

Image Style Transfer with Torch

Explore the architectural innovations and training techniques used to make arbitrary photo and video style transfer

Image Super-Resolution Using Autoencoders

Train your own denoiser for rendered images

Rendered Image Denoising Using Autoencoders

Train a network to create high-resolution images from low-resolution ones

Assessment

Test your understanding of the material and identify any gaps in knowledge

Prerequisites

About This Course

Course Code
NVDLCCA

Course Type
Premium

Vendor
NVIDIA

Duration
1 Days

RRP
£1,460.00

Course Overview
Download