From raw videos to GAN training — implementing a data pipeline and a lightweight Deep Learning…

From Raw Videos to GAN Training

Implementing a data pipeline and a lightweight Deep Learning data lake using ClearML on AWS

Introduction

Hour One is an AI-centric start-up, and its main product transforms text into videos of virtual human presenters.

Generating realistic, smooth, and compelling videos of human presenters speaking and gesturing in multiple languages based on text alone is a challenging task, that requires training complex Deep Learning models — and lots of training data.

This post describes …

data data lake data pipeline deep learning gan machine learning machine-learning-pipeline pipeline training videos