Explore the challenges and solutions of scaling Deep Learning technology in this 59-minute Devoxx conference talk by Guillaume Laforge, a Developer Advocate at Google. Discover how Google has been developing infrastructure for large-scale neural network training on the cloud and is now sharing this technology with external developers. Learn about new pre-trained ML services like Cloud Vision API and Speech API that function without additional training. Examine how TensorFlow and Cloud Machine Learning can accelerate custom model training by 10x to 40x using Google's distributed training infrastructure. Gain insights into overcoming the scalability limitations of single GPU servers and the importance of Distributed Training on the cloud for production services.
Overview
Syllabus
Machine Intelligence at Google Scale by Guillaume Laforge
Taught by
Devoxx