
Explore how Kubernetes powers real-time fraud detection in e-commerce, ensuring reliable and scalable transaction processing with automated deployments and business logic integration.

Explore techniques for detecting and mitigating AI bias using Kubeflow Pipelines and KFServing, ensuring fairness and transparency in machine learning systems across various domains.

Optimize Kubernetes performance using machine learning and service mesh telemetry. Learn practical cases, model architecture, and data preparation for large-scale private cloud environments.

Explore techniques to evaluate and enhance fairness in multi-cloud Kubeflow workflows, covering responsible AI, fairness aspects, and open-source tools for fair model learning and hyperparameter tuning.

Explore Kubernetes security using the Threat Matrix, learn to map real-world attacks, measure security coverage, and compare with MITRE ATT&CK for comprehensive protection of containerized environments.

Optimize K8s workload allocation for power efficiency in edge computing. ML-based solution balances energy savings and performance, demonstrated in real data center with 200+ servers.

Hands-on overview of creating a secure zero-trust supply chain on Kubernetes using Tekton, Tekton Chains, and sigstore. Learn to protect pipelines, generate provenance, and integrate with In-Toto and SPIRE.

Explore TPM 2.0 and SPIRE for secure edge and hybrid systems. Learn about threat models, CI systems, and TPM policies. Includes demo and future work discussion.

Explore SPIRE's role in securing machine-to-machine communication on Cray Shasta exascale supercomputers. Learn about critical communication requirements and why SPIRE is an ideal solution for this high-performance computing environment.

Explore automating certificate management for Kubernetes Webhooks using SPIRE, simplifying operations and integrating with the existing workload trust chain.

Explore integrating confidential computing with SPIRE for enhanced workload protection. Learn challenges, benefits, and implementation strategies for secure attestation and trusted execution environments.

Discover the latest developments in the SPIRE project with Ryan Turner from Uber Technologies, exploring advancements in cloud-native identity and access management.

Explore secure identity management for serverless workloads using SPIRE's SVIDStore plugin, enabling external storage and consumption of identities in environments where agent installation is not feasible.

Explore building robust AI pipelines against adversarial attacks using Kubeflow and LFAI Adversarial Robustness Toolbox. Learn to test ML model robustness in production with Kubeflow Serving and KNative eventing.

Explore KServe's Multi-Model Serving solution for scalable machine learning deployment, addressing resource limitations and enabling efficient GPU utilization in Kubernetes clusters.

Explore AI4CI, an AIOps tool leveraging Kubeflow Pipelines to monitor builds, predict failures, and create interactive dashboards for improved CI/CD visibility and root cause analysis.

Explore how CERN leverages machine learning and Kubeflow to handle massive data growth from the Large Hadron Collider, improving resource usage and integrating with site services for efficient analysis.

Explore WebAssembly's potential in machine learning for web applications, combining Rust's speed with cloud-native technologies for enhanced performance and portability.

Explore Spotify's use of Flyte for financial analytics, covering MLOps/DataOps needs, best practices for ML/data apps, and how Flyte bridges technical gaps for users of varying proficiency.

Learn to scale machine learning workflows from Pandas to distributed computing using Fugue, an open-source abstraction layer. Discover how to port Python code to Spark or Dask with minimal changes, enabling framework-agnostic and scale-agnostic data scie…

Explore distributed GNN training using DGL and Kubernetes, improving resource utilization and scalability while reducing complexity. Learn about DGL Operator's implementation and future design.