~/talks

Tommy Li

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Reliable OpenTelemetry at Scale: No Queue, No ProblemSREcon26 Americas2026-03-24
Claims a production OpenTelemetry pipeline that avoids central queues, handling ~15 GB/s peak and trillions of events per day by keeping a fast direct path…
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Democratization of ML Pipelines and Bringing ML Workflows to Heterogeneous...AI.dev: Open Source GenAI & ML Summit North America 20232023-12-12
Kubeflow Pipelines v2 introduces an Intermediate Representation (IR) that is platform‑agnostic and already used by Kubeflow Pipelines, Google Vertex AI and…
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Training AI To Code Using the Largest Code DatasetKubeCon + CloudNativeCon North America 20222022-10-24
Project CodeNet is a 14 million–sample, 500 million–line dataset across 55 languages (CDLA v2) used with the Machine Learning Exchange to preprocess, subset…
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Bringing ML Workflows to Heterogeneous Cloud Native Machine Learning Pla...Open Source Summit Europe 2022: Open AI + Data Forum2022-09-13
KFP v2 IR provides a platform-neutral pipeline spec that lets Kubeflow Pipelines and Google Vertex AI share the same component-based representation; an…
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Training AI To Code Using The Largest Code Dataset (Project CodeNet)Open Source Summit Europe 2022: Open AI + Data Forum2022-09-13
Project CodeNet is a 14 million–sample, 500 million–line corpus across 55 languages that the team uses with Project CodeNet subsets, DataShim and the Machine…
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MLSecOps with Automated Online and Offline ML Model Evaluations on KubernetesOpen Source Summit Latin America 2022: Open AI + Data Forum2022-08-23
Open source tools run automated adversarial and fairness checks during training and at runtime using Adversarial Robustness Toolbox and AI Fairness 360, with…
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Training AI To Code Using The Largest Code Dataset (Project CodeNet)Open Source Summit Latin America 2022: Open AI + Data Forum2022-08-23
Project CodeNet provides 14 million submissions across 4,000 problems and 55 languages (over 500 million lines of code) with per-submission CPU/memory and…
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MLSecOps with Automated Online and Offline ML Model Evaluations on KubernetesOpen Source Summit Latin America 20222022-08-23
Demonstrates a concrete ML security stack: Adversarial Robustness Toolbox (Python) plus AIF360/XAI toolkits integrated into Kubeflow + KServe for online…
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Training AI To Code Using The Largest Code Dataset (Project CodeNet)Open Source Summit Latin America 20222022-08-23
Project CodeNet is a curated dataset of 14 million submissions solving 4,000 programming problems across 55 languages with over half a billion lines of code…
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AI Pipelines Workflows and ML lineage using Tekton PipelinesOpen Source Summit + Embedded Linux Conference + OSPOCon 20212021-09-27
KubeFlow Pipelines gets ported to run on Tekton instead of Argo, providing a Python DSL plus KubeFlow Pipelines on Tekton execution. Metadata and lineage use…
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Infusing Trusted AI using Machine Learning Payload Logging on KubernetesOpen Source Summit + Embedded Linux Conference + OSPOCon 20212021-09-27
KFServing on Kubernetes logs every request and response as CloudEvents to an event broker (Kafka) and a connector syncs those events into MySQL; AIF360 runs…
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Embrace DevOps Practices to ML Pipeline DevelopmentKubernetes AI Day Europe 20212021-05-04
Built a compiler from KFP SDK to Tekton that runs pipelines on Tekton while injecting artifact annotations + post‑processing to push artifacts into KFP’s MLMD…
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Deploy and Use a Multiframework Distributed Deep Learning Platform on...PyData Los Angeles 20182018-10-17
Fabric for Deep Learning (FfDL) is a Kubernetes microservice platform that runs training in containerized learners, stores data and models in object storage…
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Enable your Microservices with Advanced Resiliency and Fault Tolerance Leveraging IstioKubeCon + CloudNativeCon North America 20172017-12-06
Claims that Istio extracts resiliency from apps into the platform and uses Envoy sidecars, Pilot and Mixer to enforce routing, rate limits and circuit…
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