Get the latest and greatest tips to accelerate your PyTorch model training for machine learning and deep learning. PyTorch, an open-source machine learning framework, has become the de facto choice for many organizations to develop and deploy deep learning models. Model training is the most compute-intensive phase of the machine learning pipeline. It requires continuous … Continued
Intel and Alluxio collaborate to measure a 20-25% price/performance improvement over the prior generation for machine learning models with PyTorch on AWS. This collaboration demonstrates cheaper data preprocessing and training times on CPUs using Alluxio as the data access layer to cloud storage.
Tags: aws, cloud storage, intel, machine learning, pytorch
The Alluxio core engineering team re-designed things to come up with a more efficient and transparent way for users to leverage data orchestration through the POSIX interface. This enables much better performance for ML workloads where data is accessed via the POSIX interface.
Tags: data orchestration, fuse, ml, performance, POSIX, pytorch, tensorflow
Google’s TensorFlow and Facebook’s PyTorch are two Deep Learning frameworks that have been popular with the open source community. Although PyTorch is still a relatively new framework, many developers have successfully adopted it due to its ease of use. By default, PyTorch does not support Deep Learning model training directly in HDFS, which brings challenges … Continued