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video
AI/ML Infra Meetup | Open Source Michelangelo: Uber's Predictive to Generative end to end ML Lifecycle management platform

In this talk, Eric Wang, Senior Staff Software Engineer introduces Uber’s open-source generative end-to-end ML lifecycle management platform: Michelangelo.
video
AI/ML Infra Meetup | Unlock the Future of Generative AI: TorchTitan's Latest Breakthroughs

In this talk, Jiani Wang, Software Engineer Meta's Pytorch Team, dives into the overview and the latest advancements in TorchTitan.
video
AI/ML Infra Meetup | Bringing Data to GPUs Anywhere + Get Low-Latency on Object Store with Alluxio

In this talk, Bin Fan, VP of Technology at Alluxio, explores how to enable efficient data access across distributed GPU infrastructure, achieving low-latency performance for feature stores and RAG workloads.
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video
Accelerate Analytics and ML in the Hybrid Cloud Era
Many companies we talk to have on premises data lakes and use the cloud(s) to burst compute. Many are now establishing new object data lakes as well. As a result, running analytics such as Hive, Spark, Presto and machine learning are experiencing sluggish response times with data and compute in multiple locations. We also know there is an immense and growing data management burden to support these workflows.
In this talk, we will walk through what Alluxio’s Data Orchestration for the hybrid cloud era is and how it solves the performance and data management challenges we see.
In this tech talk, we’ll go over:
- What is Alluxio Data Orchestration?
- How does it work?
- Alluxio customer results
Model Training Acceleration
Model Distribution
Hybrid Multi-Cloud
Cloud Cost Savings
video
Integrating Open Source Alluxio in AWS EKS with Terraform
Alluxio is an open source Data orchestration platform that can be deployed on multiple platforms. However, it can require a lot of thinking and experience to integrate Alluxio into an existing Data Architecture adhering to minimally required DevOps principles meeting Organizational standards.
The presentation talks about the best practices to set up and techniques to build a cluster with open source Alluxio on AWS EKS, for one of our clients, which made it Scalable, Reliable, and Secure by adapting to Kubernetes RBAC.
Our speaker Vasista Polali will show you how to :
- Bootstrap EKS cluster in AWS with Terraform.
- Deploy open source Alluxio in a Namespace with persistence in AWS EFS.
- Scale up and down the Alluxio worker nodes as Daemon sets by Scaling the EKS nodes with Terraform.
- Accessing data with S3 mount.
- Controlling the access to Alluxio with Kubernetes port-forwarding, “setfacl” functionality, and Kubernetes service accounts.
- Re-using the data/metadata in the persistence layer on a new cluster.
Large Scale Analytics Acceleration
video
Bring data locality to ML and AI workload [Chinese]
ALLUXIO DAY 2021
March 11, 2021
Model Training Acceleration
Model Distribution
Data Platform Modernization
video
Building a high-performance data lake analysis engine at Alibaba Cloud with Presto+Alluxio [Chinese]
ALLUXIO DAY 2021
March 9, 2021
Large Scale Analytics Acceleration
video
Fluid – When Alluxio meets Kubernetes [Chinese]
ALLUXIO DAY 2021
March 9, 2021
Nowadays, cloud native environments have attracted lots of data-intensive applications deployed and ran on them, due to the efficient-to-deploy and easy-to-maintain advantages provided by cloud native platforms and frameworks such as Docker, Kubernetes. However, cloud native frameworks does not provide the data abstraction support to the applications natively. Therefore, we build Fluid project, which co-orchestrate data and containers together. We use Alluxio as the cache runtime inside Fluid to warm up hot data. In this report, we will introduce the design and effects of the Fluid project.
Large Scale Analytics Acceleration
video
Optimizing Latency-Sensitive Queries for Presto at Facebook: A Collaboration Between Presto & Alluxio [Chinese]
ALLUXIO DAY 2021
March 9, 2021
Large Scale Analytics Acceleration
Data Platform Modernization
video
Building an efficient cloud-native data lake with Alluxio + Alibaba Cloud DLF [Chinese]
ALLUXIO DAY 2021
March 11, 2021
Large Scale Analytics Acceleration
video
Deep Learning at scale with AzureML – data management and caching [Chinese]
ALLUXIO DAY 2021
March 11, 2021
Model Training Acceleration
Data Platform Modernization
video
Data Orchestration for Analytics and AI in the Cloud Era [Chinese]
ALLUXIO DAY 2021
January 19, 2021
Hybrid Multi-Cloud
Data Platform Modernization
Large Scale Analytics Acceleration
Model Training Acceleration
video
Tencent Cloud Open Source Collaboration in the Fast Growing Big Data Era [Chinese]
ALLUXIO DAY 2021
January 19, 2021
Large Scale Analytics Acceleration
video
Fluid: A Platform for Data-Intensive Application in Cloud Native Environment [Chinese]
ALLUXIO DAY 2021
January 21, 2021
Large Scale Analytics Acceleration
video
Speeding Up Atlas Deep Learning Platform with Alluxio + Fluid [Chinese]
ALLUXIO DAY 2021
January 21, 2021
Model Training Acceleration