~/talks

Jörg Schad

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Graph ML – The Next Level Of Machine Learning; Learn How To Use It And When Not ToBig Data LDN 20222022-09-21
Claims that graphs boost fraud detection, ranking (PageRank), recommendations and chemistry by treating relationships as first‑class data and noting about 30%…
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Transparent Live Migration of Services Between Kubernetes ClusterKubeCon + CloudNativeCon Europe 20222022-05-16
ArangoDB proves live, cross-region and cross-cloud migration of stateful clusters with its Kube-Arango operator, migrating individual DB members one-by-one…
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gVisor, Kata Container, Firecracker, Docker: Who is Who in the Container SpaceDevOpsCon 20192019-12-02
Containers* have revolutionized the IT landscape and for a long time Docker seemed to be the the default whenever people were talking about containerization…
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A Tale of Two Worlds: Canary-Testing for Both ML Models and MicroservicesKubeCon + CloudNativeCon Europe 20192019-05-20
Demo shows Kubernetes + Vamp (fem/ctl) driving canary releases for both a microservice and its ML model, wiring metrics from Prometheus/Elasticsearch and a UI…
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Operating Deep Learning Pipelines Anywhere Using KubeflowKubeCon + CloudNativeCon China 20182018-11-13
Shows how to assemble a production-grade ML pipeline on Kubernetes using Kubeflow, with notebook-driven model engineering, distributed training and autoscaling…
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Deep learning beyond the learningCodemotion Amsterdam 20182018-05-08
Pipeline covers training to production with concrete choices: use Kubeflow or cloud ML engines for notebooks and orchestration, store hundreds of model…
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Bringing Your Data Pipeline into The Machine Learning EraKubeCon + CloudNativeCon Europe 20182018-05-02
Shows a concrete pipeline that reads distributed data running on Apache Mesos and feeds it into TensorFlow running on Kubernetes via Kubeflow on Kubernetes…
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Deep learning beyond the learningCodemotion Rome 20182018-04-13
Covers the full deep learning pipeline with concrete tooling and numbers: training hundreds to thousands of models via hyperparameter sweeps, storing model…
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NO ONE PUTS Java IN THE CONTAINERCodemotion Milan 20172017-11-10
Containers use cgroups and namespaces so processes see the host kernel but not full isolation, and the JVM often misreads host resources: pre‑Java 9 reads…
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Welcome RemarksMesosCon Europe 20172017-10-25
A quick opening polls the room about starting earlier versus sleeping longer and records about half the audience favoring a later start, so the schedule stays…
Organiser
Container Networking for Micro-Services: An Apache Mesos Networking Deep DiveMesosCon Europe 20172017-10-25
Covers how DC/OS and Mesos wire containers end to end: the CNI isolator creates network namespaces and plugins (bridge, IPAM, VLAN) attach them; overlay…
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Apache Flink Meets Apache Mesos and DC/OSMesosCon Europe 20172017-10-25
Explains a concrete Mesos/DC/OS integration: Flink becomes a Mesos framework using Fenzo offer matching and a new FLIP-6 architecture that adds a long‑running…
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Disaster Recovery with a Distributed DatabaseMesosCon Europe 20172017-10-25
ArangoDB implements asynchronous DC-to-DC replication by dumping change events into Kafka on each side and replaying them with ArangoSync so a primary cluster…
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Keynote: Welcome to Day 2MesosCon North America 20172017-09-13
Morning recap emphasizes practical outcomes: a hackathon delivers UI and docs improvements and demo code destined for Mesosphere, a Kubernetes milestone gets…
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Container Networking for Micro-Services: An Apache Mesos and DC/OS Networking Deep DiveMesosCon North America 20172017-09-13
Explains how DC/OS uses Mesos + CNI to give IP-per-container over VXLAN overlay, with the master slicing a global subnet into per-agent prefixes (example…
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Distributed Data on Distributed InfrastructureMesosCon North America 20172017-09-13
ArangoDB runs as a native multi‑model database on Mesos with a single query language, per‑collection replication factor 2 and shard placement; early…
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Doing “DropBox” the Cloud Native WayMesosCon North America 20172017-09-13
Rebuilds a Dropbox-like service on DC/OS using containerized pieces: web frontend in Go, API servers, Minio object storage, Redis for metadata and MySQL for…
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Nightmares of a Container Orchestration SystemDevOpsCon 2017 Berlin2017-06-12
Practical failures and fixes for Mesos/DC/OS clusters: require immutable, versioned images and a private registry to avoid silent changes; monitor disk and…
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HTTP API In ActionMesosCon Asia 20162016-11-18
Mesos exposes three HTTP surfaces — scheduler, executor, operator APIs — that replace libmesos RPCs, enable language‑independent frameworks, and use POST…
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Deploying Fast Data PipelinesMesosCon Asia 20162016-11-18
Overview of deploying Fast Data on Mesos/DC/OS with concrete choices and tradeoffs: uses Kafka + Spark Streaming + Elasticsearch and optionally Flink…
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Writing Stateful FrameworksMesosCon Asia 20162016-11-18
Mesos now provides persistent volumes and dynamic reservations but writing failover-safe stateful schedulers remains hard — an initial Cassandra framework grew…
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