MLOps Isn't That Hard: Modular Stack with Open-Source Tools
9 min

MLOps Isn't That Hard: Modular Stack with Open-Source Tools

MLOps World - MLOps World & Generative AI World 2024
Adam Probst
pipelines mlops machine-learning python open-source data-science devops deployment orchestration reproducibility automation
LLMs From Dream to Deployed
29 min

LLMs From Dream to Deployed

MLOps World - MLOps World & Generative AI World 2024
Josh Goldstein
chatbots seldon llm large-language-models machine-learning mlops deployment retrieval-augmented-generation rag kubernetes openai hugging-face gpu
From Model to Production: A Unified Journey
28 min

From Model to Production: A Unified Journey

MLOps World - MLOps World & Generative AI World 2024
Yuval Fernbach
mlops machine-learning devops software-supply-chain generative-ai data-science deployment security vulnerability-management model-registry ci-cd containerization
Mastering Enterprise-Grade LLM Deployment: Overcoming Production Challenges
5 min

Mastering Enterprise-Grade LLM Deployment: Overcoming Production Challenges

MLOps World - MLOps World & Generative AI World 2024
Jaeman An
llm deployment enterprise-ai machine-learning-operations mlops gpu-management model-optimization data-security compliance ai-infrastructure latency-reduction
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
Streamlining AI Deployments
8 min

Streamlining AI Deployments

MLOps World - MLOps World & Generative AI World 2024
Vasilis Vagias
ai llm mlops deployment optimization inference compiler pytorch docker gpu api
Multimodal Agents You Can Deploy Anywhere
10 min

Multimodal Agents You Can Deploy Anywhere

MLOps World - MLOps World & Generative AI World 2024
David Cheng
ai generative-ai multimodal-ai machine-learning mlops artificial-intelligence agents deployment cloud-computing on-premises edge-ai video-analysis speech-translation document-understanding
Navigating the Delivery Lifecycle with Keptn
28 min

Navigating the Delivery Lifecycle with Keptn

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Giovanni Liva Ana Margarita Medina Brad McCoy Meha Bhalodiya
keptn kubernetes delivery-lifecycle ci-cd gitops observability cloud-native deployment telemetry dora-metrics quality-gate open-telemetry
Ephemeral Clusters as a Service with ClusterAPI and GitOps
30 min

Ephemeral Clusters as a Service with ClusterAPI and GitOps

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Alessandro Vozza Joaquin Rodriguez
kubernetes cluster-api gitops argo-cd observability prometheus thanos vcluster aks azure automation deployment
Tips from the Trenches: GitOps at Adobe
33 min

Tips from the Trenches: GitOps at Adobe

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Larisa Andreea Danaila Ionut-Maxim Margelatu
gitops kubernetes argo-cd ci-cd automation deployment terraform crossplane azure helm observability
Container Is the New VM: The Paradigm Change No One Explained to You
27 min

Container Is the New VM: The Paradigm Change No One Explained to You

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Marga Manterola Rodrigo Campos Catelin
containers kubernetes vms cloud-native deployment ingress autoscaling network-policies security docker yaml
Modern, typed Python for (multimodal) ML: From training to deployment
58 min

Modern, typed Python for (multimodal) ML: From training to deployment

PyCon - PyCon US 2023
Johannes Messner
python type-hints machine-learning mlops data-validation fastapi pydantic docarray deployment multimodal-ai tensor-shapes