Building ML and GenAI Systems with Metaflow
48 min

Building ML and GenAI Systems with Metaflow

MLOps World - MLOps World & Generative AI World 2024
Ville Tuulos
ai-systems ml machine-learning genai generative-ai metaflow data-engineering model-training inference python mlops
Data Versioning in Generative AI: A Pathway to Cost-effective ML
36 min

Data Versioning in Generative AI: A Pathway to Cost-effective ML

MLOps World - MLOps World & Generative AI World 2024
Dmitry Petrov
dataset-sharing annotations generative-ai ml data-versioning machine-learning dvc cost-optimization collaboration embeddings
Fast and Reproducible: Taming AI/ML Dependencies
30 min

Fast and Reproducible: Taming AI/ML Dependencies

MLOps World - MLOps World & Generative AI World 2024
Savin Goyal
mlops ai ml dependency-management python conda pip docker reproducibility metaflow data-science ml-stack
Enabling HPC & ML Workloads with the Latest Kubernetes Job Features
33 min

Enabling HPC & ML Workloads with the Latest Kubernetes Job Features

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Michał Woźniak Vanessa Sochat
kubernetes kubernetes-jobs hpc machine-learning ml batch-processing distributed-systems indexed-jobs pod-failure-policy flux-operator cncf
Advancements in High-Performance AI/ML through PyTorch's Python Compiler
25 min

Advancements in High-Performance AI/ML through PyTorch's Python Compiler

PyCon - PyCon US 2023
Sam Gross Justin Jeffress Suraj Subramanian
pytorch python ai ml compiler performance gpu deep-learning jit dynamo triton