Supercharging Recommender Systems: Unleashing the Power of Distributed Model Training
22 min

Supercharging Recommender Systems: Unleashing the Power of Distributed Model Training

MLOps World - MLOps World & Generative AI World 2024
Susrutha Gongalla
recommender-systems distributed-training data-parallelism stitch-fix machine-learning pytorch gpu-computing model-training deep-learning scalability python
Learning from Extremes: What Fraud-Fighting at Scale Can Teach Us About MLOps Across Domains
30 min

Learning from Extremes: What Fraud-Fighting at Scale Can Teach Us About MLOps Across Domains

MLOps World - MLOps World & Generative AI World 2024
Greg Kuhlmann
fraud-prevention training-serving-consistency mlops machine-learning real-time-ml data-modeling feature-engineering observability agile-development data-pipelines inference scalability
How Do You Scale to Billions of Fine-Tuned LLMs
5 min

How Do You Scale to Billions of Fine-Tuned LLMs

MLOps World - MLOps World & Generative AI World 2024
James Dbiorin
cuda batching llm large-language-models fine-tuning lora inference scalability parameter-efficient-fine-tuning gpu mlops ai
GenAI ROI: From Pilot to Profit
33 min

GenAI ROI: From Pilot to Profit

MLOps World - MLOps World & Generative AI World 2024
Ilyas Iyoob
generative-ai genai roi artificial-intelligence machine-learning mlops enterprise-ai pilot-paralysis scalability data-science business-intelligence
Revolutionizing Cloud Storage: From Petabytes to Intelligence
17 min

Revolutionizing Cloud Storage: From Petabytes to Intelligence

MLOps World - MLOps World & Generative AI World 2024
Vinit Dhatrak
cloud-storage data-growth cloud-platforms azure ai machine-learning data-management distributed-systems microservices rest-apis scalability cost-efficiency
Supercharge ML Teams: ZenML's Real World Impact in the MLOps Jungle
11 min

Supercharge ML Teams: ZenML's Real World Impact in the MLOps Jungle

MLOps World - MLOps World & Generative AI World 2024
Adam Probst
mlops machine-learning zenml pipelines experiment-tracking reproducibility scalability collaboration deployment python cloud-deployments data-science
Mission-Critical PostgreSQL Databases on Kubernetes
28 min

Mission-Critical PostgreSQL Databases on Kubernetes

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Karen Jex
postgresql kubernetes database-operations high-availability scalability backup-and-restore monitoring stateful-sets persistent-volumes operators cloud-native database
Cortex: How to Run a Rock Solid Multi-Tenant Prometheus
37 min

Cortex: How to Run a Rock Solid Multi-Tenant Prometheus

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Friedrich Gonzalez Alan Protasio
prometheus cortex multi-tenancy observability monitoring scalability high-availability cncf kubernetes object-storage resilience shuffle-sharding
Introduction to Vitess and Real World Usage
39 min

Introduction to Vitess and Real World Usage

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Arthur Schreiber Florent Poinsard
vitess mysql database scalability sharding high-availability cncf github planet-scale distributed-database cloud-native oltp
Scale Down Your Environmental Impact
29 min

Scale Down Your Environmental Impact

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Mary Karroqe Zinnia Gibson
kubernetes cloud-native environmental-impact data-centers energy-efficiency cloud-costs automation devops scalability
Reflecting on Large-Scale Cloud-Native Modernizations
32 min

Reflecting on Large-Scale Cloud-Native Modernizations

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Christopher Nuland Valentina Rodriguez Sosa Jared Burck James Bench
cloud-native kubernetes konveyor enterprise-architecture devops ci-cd scalability application-modernization cloud-migration platform-engineering
The State and Future of Cloud-Native Model Serving
40 min

The State and Future of Cloud-Native Model Serving

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Dan Sun Theofilos Papapanagiotou
mlops cloud-native kubernetes model-serving kserve cncf knative istio serverless scalability observability inference