Optimizing 5G Networks - Deploying AI/ML Workloads with the AIMLFW of O-RAN SC
CNCF [Cloud Native Computing Foundation] via YouTube
Overview
Explore the AI/ML Framework (AIMLFW) within O-RAN SC (O-RAN Software Community) in this technical conference talk focused on dynamic and efficient 5G network management. Gain comprehensive insights into O-RAN's architecture and mission, while discovering real-world AI/ML applications including traffic prediction and anomaly detection supported by AIMLFW's scalable platform. Examine the core architectural components including Kubeflow for model training, KServe for model deployment, and O-RAN specifications for AI/ML workload deployment. Learn about common challenges in distributed 5G environments and their solutions, while understanding future directions including potential integrations with Flyte and MLflow for enhanced AI/ML workflow management. Perfect for professionals working with 5G networks, cloud computing, and AI/ML implementations in telecommunications infrastructure.
Syllabus
Optimizing 5G Networks: Deploying AI/ML Workloads with the AIMLFW of O-RAN SC - Subhash Kumar Singh
Taught by
CNCF [Cloud Native Computing Foundation]