整理kubecon关于机器学习相关的话题分享
| Topic | Presentation | Video | website |
|---|---|---|---|
| Building a Go AI with Kubernetes and TensorFlow - Andrew Jackson & Josh Hoak, Google (Beginner Skill Level) | Slides | Video | |
| Building ML Products With Kubeflow - Jeremy Lewi, Google & Stephan Fabel, Canonical (Intermediate Skill Level) | Slides | Video | |
| The Path to GPU as a Service in Kubernetes - Renaud Gaubert, NVIDIA (Intermediate Skill Level) (Slides Attached) | Slides | Video | |
| Bringing Your Data Pipeline into The Machine Learning Era - Chris Gaun & Jörg Schad, Mesosphere (Intermediate Skill Level) | Slides | Video | |
| Compliant Data Management and Machine Learning on Kubernetes - Daniel Whitenack, Pachyderm (Intermediate Skill Level) | Slides | Video | |
| What’s in the Box? Resource Management in Kubernetes - Louise Daly & Ivan Coughlan, Intel (Intermediate Skill Level) | Slides | Video | |
| Deploying SQL Stream Processing in Kubernetes with Ease - Andrew Stevenson & Antonios Chalkiopoulos, Landoop (Intermediate Skill Level) | Slides | Video | |
| Are You Ready to Be Edgy? — Bringing Cloud-Native Applications to the Edge of the Network - Megan O'Keefe & Steve Louie, Cisco (Advanced Skill Level) | Slides | Video | |
| Conquering a Kubeflow Kubernetes Cluster with ksonnet, Ark, and Sonobuoy - Kris Nova, Heptio & David Aronchick, Google (Intermediate Skill Level) | Slides | Video | |
| Serving ML Models at Scale with Seldon and Kubeflow - Clive Cox, Seldon.io (Intermediate Skill Level), | Slides | Video | |
| Automating GPU Infrastructure for Kubernetes - Lucas Servén Marín, CoreOS (Intermediate Skill Level) | Slides | Video |
| Topic | Presentation | Video | website |
|---|---|---|---|
| Real-time Vision Processing on Kubernetes: Working with Data Locality - Yisui Hu, Google | Slides | Video | |
| Using Kubernetes to Offer Scalable Deep Learning on Alibaba Cloud - Kai Zhang & Yang Che, Alibaba | Slides | Video | |
| Scaling AI Inference Workloads with GPUs and Kubernetes - Renaud Gaubert & Ryan Olson, NVIDIA | Slides | Video | |
| Machine Learning Model Serving and Pipeline Using KNative - Animesh Singh & Tommy Li, IBM | [Slides] | Video | |
| Machine Learning as Code: and Kubernetes with Kubeflow - Jason " Jay" Smith, Google & David Aronchick | Slides | Video | |
| Why Data Scientists Love Kubernetes - Sophie Watson & William Benton, Red Hat | Slides | Video | |
| Natural Language Code Search for GitHub Using Kubeflow - Jeremy Lewi, Google & Hamel Husain, GitHub | Slides | Video | |
| Nezha: A Kubernetes Native Big Data Accelerator For Machine Learning - Huamin Chen, Red Hat & Yuan Zhou, Intel | Slides | Video | |
| Predictive Application Scaling with Prometheus and ML - Chris Dutra, Schireson | Slides | Video | |
| Enterprise Machine Learning on K8s: Lessons Learned and the Road Ahead - Timothy Chen & Tristan Zajonc, Cloudera | [Slides] | Video | |
| Demystifying Data-Intensive Systems On Kubernetes - Alena Hall, Microsoft | Slides | Video | |
| Kafka on Kubernetes - From Evaluation to Production at Intuit - Shrinand Javadekar, Intuit | [Slides] | Video |
| Topic | Presentation | Video | website |
|---|---|---|---|
| GPU Machine Learning From Laptop to Cloud - Mark Puddick, Pivotal | Slides | Video | |
| Towards Kubeflow 1.0, Bringing a Cloud Native Platform For ML to Kubernetes - David Aronchick, Microsoft & Jeremy Lewi, Google | Slides | Video | |
| Building Cross-Cloud ML Pipelines with Kubeflow with Spark & Tensorflow - Holden Karau, Google & Trevor Grant, IBM | [Slides] | Video | |
| Large Scale Distributed Deep Learning with Kubernetes Operators - Yuan Tang, Ant Financial & Yong Tang, MobileIron | Slides | Video | |
| The Data Analytics Platform or How to Make Data Science in a Box Possible - Krzysztof Adamski & Rob Keevil, ING | Slides | Video | |
| A Tale of Two Worlds: Canary-Testing for Both ML Models and Microservices - Jörg Schad, ArangoDB & Vincent Lesierse, Vamp.io | Slides | Video | |
| Economics and Best Practices of Running AI/ML Workloads on Kubernetes - Maulin Patel, Google & Yaron Haviv, Iguazio | Slides | Video | |
| Scaling and Securing Spark on Kubernetes at Bloomberg - Ilan Filonenko, Bloomberg | Slides | Video |
| Topic | Presentation | Video | website |
|---|---|---|---|
| [Slides] | Video |
| Topic | Presentation | Video | website |
|---|---|---|---|
| Lightning Talk: Kuber-What-Es?! Misadventures in Building UIs for K8s-Based ML | Slides | Video | |
| Lightning Talk: Sharing a GPU Among Multiple Containers | Slides | Video | |
| Lightning Talk: Boosting Your kubectl Productivity | [Slides] | Video | |
| KubeFlow’s Serverless Component: 10x Faster, a 1/10 of the Effort | Slides | Video | |
| Enabling Kubeflow with Enterprise-Grade Auth | Slides | Video | |
| Managing Apache Flink on Kubernetes | Slides | Video | |
| Measuring and Optimizing Kubeflow Clusters at Lyft | Slides | Video | |
| Introducing KFServing: Serverless Model Serving on Kubernetes | Slides | Video | |
| Kubeflow: Multi-Tenant, Self-Serve, Accelerated Platform for Practitioners | Slides | Video | |
| GPU as a Service Over K8s: Drive Productivity and Increase Utilization | Slides | Video | |
| Building a Medical AI with Kubernetes and Kubeflow | Slides | Video | |
| Supercharge Kubeflow Performance on GPU Clusters | Slides | Video | |
| Networking Optimizations for Multi-Node Deep Learning on Kubernetes | [Slides] | Video |
感谢cloudyuga对近几年kubecon会议分享的整理，本repo灵感来源于此。