Search results for: training versus inference

Machine Learning on VMware Platform – Part 3 – Training versus Inference

Machine Learning on VMware Cloud Platform – Part 1 covered the three distinct phases: concept, training, and deployment, part 2 explored the...
frankdenneman
7 min read

Training vs Inference – Network Compression

This training versus inference workload series provides platform architects and owners insights about ML workload characteristics. Instead of treating deep neural...
frankdenneman
8 min read

Training vs Inference – Numerical Precision

Part 4 focused on the memory consumption of a CNN and revealed that neural networks require parameter data (weights) and input data...
frankdenneman
9 min read

Training vs Inference – Memory Consumption by Neural Networks

This article dives deeper into the memory consumption of deep learning neural network architectures. What exactly happens when an input is...
frankdenneman
11 min read

vSphere ML Accelerator Spectrum Deep Dive Series

The number of machine learning workloads is increasing in on-prem data centers rapidly. It arrives in different ways, either within the...
frankdenneman
2 min read

vSphere ML Accelerator Deep Dive – Fractional and Full GPUs

Many organizations are building a sovereign ML platform that aids their data scientist, software developers, and operator teams. Although plenty of...
frankdenneman
11 min read