In the rapidly-evolving field of artificial intelligence (AI) and machine learning (ML), the efficient handling of large datasets during training is becoming more and more pivotal. Ray has emerged as a key player, enabling large-scale dataset training through effective data streaming. By breaking down large datasets into manageable chunks and dividing training jobs into smaller … Continued
Today, we are thrilled to launch the Alluxio Enterprise AI product. One of the key innovations is the introduction of the next-generation architecture DORA – a Decentralized Object Repository Architecture. This blog talks about our development of the DORA architecture, including our motivation, design decisions, and implementation. 1. Moving from Data Analytics to the AI … Continued
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
Data caching is essential to the modern data stack, allowing organizations to access data quickly and efficiently for analytics and AI. On June 28, 2023, we presented Data Caching Strategies for Data Analytics and AI at Data+AI Summit 2023. We are excited to bring you a recap of that presentation through this blog post. We … Continued