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How to Design and Build Resilient Machine Learning Systems
30 min

How to Design and Build Resilient Machine Learning Systems

MLOps World - MLOps World & Generative AI World 2024
Dan Shiebler
adversarial-attacks cyber-security feedback-loop machine-learning mlops resilience data-modeling model-training production-ml anomaly-detection
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
From Model T to Machine Learning: A Glimpse into Ford's MLOps and Hybrid Infrastructure Strategy
36 min

From Model T to Machine Learning: A Glimpse into Ford's MLOps and Hybrid Infrastructure Strategy

MLOps World - MLOps World & Generative AI World 2024
Naiel Samaan Valmir Bucaj
on-premise google-cloud-platform airflow mlops machine-learning ai hybrid-cloud gcp docker kubernetes data-modeling devops
Lessons Learned: The Journey to Real-Time Machine Learning at Instacart
39 min

Lessons Learned: The Journey to Real-Time Machine Learning at Instacart

MLOps World - MLOps World & Generative AI World 2024
Guanghua Shu
real-time-ml instacart online-inference streaming-infrastructure flink recommendation-systems machine-learning ml-platform feature-store model-serving kafka data-modeling
Customizable RAG Workflows with your Own Data
40 min

Customizable RAG Workflows with your Own Data

MLOps World - MLOps World & Generative AI World 2024
Christy Bergman
milvus zilliz semantic-similarity rag generative-ai llm vector-databases langchain hugging-face embeddings retrieval-augmented-generation data-modeling
Function Calling for LLMs: RAG without a Vector Database
40 min

Function Calling for LLMs: RAG without a Vector Database

MLOps World - MLOps World & Generative AI World 2024
Jim Dowling
feature-store llm rag function-calling vector-database ai data-modeling natural-language-processing retrieval-augmented-generation api machine-learning
Code Generation Agents: Architecture, Data Modeling Challenges, and Production-Ready Considerations
29 min

Code Generation Agents: Architecture, Data Modeling Challenges, and Production-Ready Considerations

MLOps World - MLOps World & Generative AI World 2024
Lee Twito Alon Gubkin
ai generative-ai multi-agent-systems code-generation mlops rag data-modeling llm graphrag abstract-syntax-tree testing
MLOps for Time Series in Production
52 min

MLOps for Time Series in Production

MLOps World - MLOps World & Generative AI World 2024
Eddie Mattia
mlops time-series machine-learning data-science python xgboost metaflow outerbounds batch-inference data-modeling postgresql kubernetes ci-cd
Building Multimodal LLMs for Product Taxonomy at Shopify
30 min

Building Multimodal LLMs for Product Taxonomy at Shopify

MLOps World - MLOps World & Generative AI World 2024
Kshetrajna Raghavan
llm multimodal-llm generative-ai machine-learning mlops production-ml shopify product-taxonomy data-modeling computer-vision natural-language-processing image-classification gcp hugging-face ray sky-pilot triton inference
Cloud Native Edge Computing with KubeEdge: Updates and Future
36 min

Cloud Native Edge Computing with KubeEdge: Updates and Future

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Kevin Wang Yin Ding
cloud-native edge-computing kubeedge kubernetes container-runtime iot ai-workload federated-learning robotics data-modeling cloud-to-edge open-source
Scaling Databases at Activision
45 min

Scaling Databases at Activision

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Greg Smith Vladimir Kovacik
vitess kubernetes database-scaling mysql sharding cloud-native operator performance-tuning data-modeling scalability devops distributed-systems
OpenTelemetry: Using Unified Semantics to Drive Insights + Project Update
38 min

OpenTelemetry: Using Unified Semantics to Drive Insights + Project Update

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Morgan McLean Alolita Sharma Daniel Dyla Ted Young
opentelemetry observability semantic-conventions tracing collector kubecon cloud-native telemetry data-modeling profiling
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