Hi everyone, my name is Daniel Blosski. I'm a product manager uh working at Nvidia in the enterprise product group. My focus is really on Nvidia AI data platform which I'm going to talk about today, but also on NVIDIA AI blueprints and I'm very proud to be here today talking about our partnership with VDN on the VDN hyperpod and avid data platform. And today I'm going to talk about the how you can unlock business value from your data with Nvidia AI data platform.Nvidia hyperpart. I'm going to start with AI ...

AI Workflow & Data Preparation - Infinia plays a crucial role in AI workflows, particularly in data preparation stages, by handling diverse data ingestion, providing low-latency KV store access at scale, and integrating with various AI platforms [2] - The AI pipeline involves data collection, pre-processing, tagging, and indexing as key data preparation steps [1] - DDN's Infinia, combined with Spark integrations, facilitates a smooth and scalable workflow using familiar tools for AI developers [6][7] Data Management & Security - Infinia addresses the challenge of providing secure data buckets for multiple developers through multi-tenancy controls, enabling dynamic addition or removal of secure tenants and subtenants [6] - DDN has developed Spark integrations to efficiently move data into developer tenant buckets [6] - Infinia's multi-tenancy can create secure locations for hosting data used in each inference pipeline [9] Mortgage Default Modeling Demo - The demonstration uses 10 years of quarterly mortgage finance data to model delinquency rates and probabilities on mortgage defaults [4] - Apache Spark is used to prepare the data and pipe it into a model training process that could be run on top of Infinia [3] - The workflow includes extracting recent data subsets, copying them into new Infinia buckets using Spark, and transforming the data into parquet files for model training [4][8] - The model training utilizes the XGBoost machine learning library to create a predictive model for mortgage defaults [9]

Data Infrastructure - Token Terminal established a dedicated node infrastructure for Boba Network to extract raw data from the L2 blockchain [1] - This data pipeline enabled the calculation of L2-specific metrics for Boba Network [1] - The pipeline also facilitated the listing of applications operating on Boba Network [1]