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
Secure Open Source MLOps - Ubuntu Principles
18 min

Secure Open Source MLOps - Ubuntu Principles

MLOps World - MLOps World & Generative AI World 2024
Andreea Munteanu Maciej Mazur
ubuntu data-tokenization privacy-enhancing-technologies mlops kubernetes kubeflow confidential-computing security compliance open-source machine-learning ai
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
Lessons learned from scaling large language models in production
41 min

Lessons learned from scaling large language models in production

MLOps World - MLOps World & Generative AI World 2024
Matt Squire
ray-serve large-language-models llm rag mlops gpu performance-optimization inference scaling python fastapi kubernetes vm vector-database
From ML Repository to ML Production Pipeline
36 min

From ML Repository to ML Production Pipeline

MLOps World - MLOps World & Generative AI World 2024
Jakub Witkowski Dariusz Adamczyk
production-pipelines ml-repository mlops machine-learning devops docker kubernetes ci-cd kubeflow data-science gpu automation
Leverage Kubernetes To Optimize the Utilization of Your AI Accelerators
23 min

Leverage Kubernetes To Optimize the Utilization of Your AI Accelerators

MLOps World - MLOps World & Generative AI World 2024
Nathan Beach
accelerators kubernetes kubernetes-engine ai gpu optimization training inference workloads resource-utilization cloud-computing
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
Creating our own Private OpenAI API
29 min

Creating our own Private OpenAI API

MLOps World - MLOps World & Generative AI World 2024
Meryem Arik Hannes Hapke
large-language-models llms private-api openai-api self-hosting mlops generative-ai inference-optimization quantization gpu-utilization api-gateway kubernetes
Large Language Model Training and Serving at LinkedIn
24 min

Large Language Model Training and Serving at LinkedIn

MLOps World - MLOps World & Generative AI World 2024
Dre Olgiati
llm large-language-models ai machine-learning mlops training gpu kubernetes python tensorflow pytorch kernels optimization memory-management transformer
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
Intuitโ€™s Customer Centric Observability Journey Using AIOps
25 min

Intuitโ€™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
Updates and Best-Practices in Kubebuilder and Controller-Tools
30 min

Updates and Best-Practices in Kubebuilder and Controller-Tools

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Varsha Prasad Narsing Bryce Palmer Rashmi Gottipati Tony Jin Camila Macedo
kubernetes kubebuilder controller-runtime controller-tools operators operator-pattern ci-cd api-machinery custom-resource-definitions rbac plugins