Machine Learning Resources

Architecture

• GPUs for Machine Learning on VMware vSphere – Learning Guide
• Machine Learning on VMware: Training a Model with H2O.ai Tools, Inference Using a REST Server and Kubernetes
• Machine Learning with H2O – the Benefits of VMware
• Deploying a Machine Learning Model into Production on VMware with H2O, Apache Spark and GPUs
• New Architectures for Apache Spark and Big Data
• How to Enable Compute Accelerators on vSphere 6.5 for Machine Learning and Other HPC Workloads
• Applying Machine Learning Algorithms to Streaming IoT Data on VMware Cloud on AWS and vSphere

Performance

• End to End ML with Natural Language processing for training and inference on vSphere
• GPU Sharing on Kubernetes for ML with Caffe2/PyTorch on vSphere (Part 1 of 2)
• GPU Sharing on Kubernetes for ML with Caffe2/PyTorch on vSphere (Part 2 of 2)
• Sharing GPUs for Machine Learning/Deep Learning on vSphere with NVIDIA GRID – Performance Considerations
• Big Data Performance on VMware Cloud on AWS: Spark Machine Learning and IoT Analytics Performance On-premises and in the Cloud
• Performance Results of Machine Learning with DirectPath I/O and NVIDIA GPUs
• Performance Impact of Mixed Workloads for Machine Learning with DirectPath I/O and NVIDIA GPUs
• Performance Comparison of Native GPU to Virtualized GPU and Scalability of Virtualized GPUs for Machine Learning
• Performance Comparison of Containerized Machine Learning Applications Running Natively with Nvidia vGPUs vs. in a VM
• Using GPUs with Virtual Machines on vSphere – Part 1: Overview
• Using GPUs with Virtual Machines on vSphere – Part 2: VMDirectPath I/O
• Using GPUs with Virtual Machines on vSphere – Part 3: Installing the NVIDIA Grid Technology
• Using GPUs with Virtual Machines on vSphere – Part 4: Working with BitFusion FlexDirect
• Distributed Machine Learning on vSphere leveraging NVIDIA vGPU and Mellanox PVRDMA

Customer Implementations

• Designing a Shared Virtualized Infrastructure for Business Critical, Machine Learning and High-Performance Computing Workloads

Demonstrations

• Machine Learning with H2O – the Benefits of VMware
• Standalone Spark on VMware vSphere with a Machine Learning Test Run

Presentations

• Virtualizing Apache Spark
• Machine Learning and Deep Learning on VMware vSphere: GPUs Are Invading the Software-Defined Data Center