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
What Does it Mean to be an AI Engineer in the World of GenAI?
30 min

What Does it Mean to be an AI Engineer in the World of GenAI?

MLOps World - MLOps World & Generative AI World 2024
Aarushi Kansal
ai-engineering generative-ai prompt-engineering rag retrieval-augmented-generation vector-databases agents reliability resiliency monitoring observability scaling fine-tuning large-language-models
Wanted: A Silver Bullet MLOps Solution for Enterprise
31 min

Wanted: A Silver Bullet MLOps Solution for Enterprise

MLOps World - MLOps World & Generative AI World 2024
Muller Mu Christophe Chabbert
enterprise-mlops pipeline-orchestration conway-law api-first modular-architecture mlops machine-learning drug-discovery data-science model-deployment observability
The Secret Sauce for Deploying LLM Applications into Production
32 min

The Secret Sauce for Deploying LLM Applications into Production

MLOps World - MLOps World & Generative AI World 2024
Josh Reini
evaluation-frameworks truelens ai-adoption llm generative-ai production-deployment rag langchain evaluation-data model-monitoring observability enterprise-ai
Running prompts at CI does not make your GenAI app enterprise ready
33 min

Running prompts at CI does not make your GenAI app enterprise ready

MLOps World - MLOps World & Generative AI World 2024
Jakob Frick
production-ai genai generative-ai llm large-language-models enterprise-ai continuous-integration ci-cd observability telemetry prompt-engineering testing
Updating Your ML Serving Stack
30 min

Updating Your ML Serving Stack

MLOps World - MLOps World & Generative AI World 2024
Harshit Agarwal
ml-serving ml-infrastructure ml-training model-management machine-learning ml-deployment ml-platform e-commerce infrastructure-as-code ci-cd observability monitoring
Hands-on Scalable Edge to Core ML Pipelines
1h 7m

Hands-on Scalable Edge to Core ML Pipelines

MLOps World - MLOps World & Generative AI World 2024
Debadyuti Roychowdhury Sehyo Chang
mlops machine-learning edge-computing ml-pipelines distributed-systems streaming-architecture rust webassembly data-validation model-deployment observability event-driven-architecture
Challenges of Modern Application Delivery: A Retrospection of KubeVela Highlight Technologies
35 min

Challenges of Modern Application Delivery: A Retrospection of KubeVela Highlight Technologies

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Jianbo Sun Da Yin
kubevela application-delivery cloud-native kubernetes cncf platform-engineering ci-cd observability resource-management multi-cloud orchestration devops
Intuit’s Customer Centric Observability Journey Using AIOps
25 min

Intuit’s Customer Centric Observability Journey Using AIOps

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Vigith Maurice Amit Kalamkar
aiops observability kubernetes cncf stream-processing machine-learning data-platform tracing anomaly-detection real-time-analytics numaproject numaflow numalogic
Continuous Profiling Your Production Kubernetes Deployments Running at Scale
29 min

Continuous Profiling Your Production Kubernetes Deployments Running at Scale

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Vijay Samuel Nick Pordash
kubernetes continuous-profiling observability profiling go performance-optimization cpu-profiling memory-profiling open-telemetry pyroscope docker ci-cd
Building on-Premises MLOps for ISS Columbus Ground Operations
33 min

Building on-Premises MLOps for ISS Columbus Ground Operations

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Samo Turk Christian Geier
mlops kubernetes kubeflow gitlab cicd on-premises automation ansible storage istio observability monitoring
Crossplane Intro and Deep Dive - the Cloud Native Control Plane Framework
37 min

Crossplane Intro and Deep Dive - the Cloud Native Control Plane Framework

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Jared Watts Christopher Haar
crossplane cloud-native control-plane kubernetes cncf infrastructure-as-code iac aws gcp composition platform-engineering api-design observability