Open Source Summit Europe 2022: Open AI + Data Forum
2022-09-13..2022-09-16
-- online --
[Open Source Summit Europe 2019, Open Source Summit Europe 2022, Open Source Summit Europe 2022: Open AI + Data Forum, Open Source Summit Europe 2023, Open Source Summit Europe 2024, Open Source Summit Europe 2024: Open AI + Data Forum, Open Source Summit Europe 2025]
[Open AI + Data Forum @ Open Source Summit North America 2022, Open AI + Data Forum @ Open Source Summit North America 2024, Open AI + Data Forum @ Open Source Summit North America 2023, Open AI + Data Forum @ Open Source Summit Europe 2023, All Things Open 2023, AI_dev: Open Source GenAI & ML Summit Europe 2024]
who it's for
machine learning engineers, data engineers, platform engineers, cloud engineers, open source maintainers, site reliability engineers, data scientists
topics
neural search with DocArray; cloud-native Spark automation; Argo Workflows for Spark; confidential computing for ML; ONNX runtime integration; Kubeflow Pipelines v2 IR; open metadata and governance; open lineage with OpenLineage; deferrable operators in Airflow; vector databases (Milvus); dataset license compliance; explainability and adversarial robustness
| title | author | length |
|---|---|---|
| Accessible Neural Search and Cloud-Nativeness for ML Engineers | Han Xiao, Joan Fontanals Martínez | 36m |
Open-source Jina provides DocArray for unified multimodal data, a minimal Python refactor into executor + flow units that spawns containerized microservices… | ||
| Automating Cloud-native Spark Jobs with Argo Workflows | Caelan Urquhart, Darko Janjić | 36m |
Shows Argo Workflows + Kubernetes running containerized Apache Spark jobs so a single cluster hosts multiple Spark versions and avoids global installs. Demo… | ||
| BlindAI, an Open-source Solution for Privacy-friendly AI Deployment | Daniel Huynh | 31m |
BlindAI is an open source stack that uses Confidential Computing to keep data encrypted until it runs inside a hardware enclave, supports deployment of ONNX… | ||
| Bring the Power of ONNX to Spark as it Never Happened Before | Wang Xiyuan, Yikun Jiang | 28m |
Adds an ONNX Runtime execution provider for Huawei Ascend so ONNX models run directly on Ascend hardware via CANN/ATC/TBE instead of model translation, with CI… | ||
| Bringing ML Workflows to Heterogeneous Cloud Native Machine Learning Pla... | Tommy Li, Animesh Singh | 31m |
KFP v2 IR provides a platform-neutral pipeline spec that lets Kubeflow Pipelines and Google Vertex AI share the same component-based representation; an… | ||
| Community Data: What to Measure and Why? | Cali Dolfi | 34m |
Explains how community metrics move from raw counts to actionable insight by codifying questions into metrics and visualizations, using Augur OSS feeding a… | ||
| Airflow: Save Tons of Money by Using Deferrable Operators | Kaxil Naik | 33m |
Apache Airflow 2.2 adds deferrable (async) operators that suspend tasks on the worker, move polling to a central triggerer, and free worker slots; Astronomer… | ||
| Building an Open Metadata and Governance Ecosystem | Nigel Jones, David Radley | 39m |
Egeria claims an open, federated metadata layer with a concrete set of open types and APIs that map technical columns to business glossary meanings, policies… | ||
| How to Build Trustworthy AI with Open Source | Diana Dimitrova Atanasova, Teodora Sechkova | 32m |
Practical recipe for trustworthy AI using open source tools: a convolutional neural network on MNIST is shown with high accuracy but easily flipped from class… | ||
| OpenDataology - An Open Source Dataset License Compliance Project Initi... | Gopi Krishnan Rajbahadur | 34m |
An open source project that maps dataset licenses into an intermediate template and runs manual plus tooling-assisted compliance checks, showing that after… | ||
| Truly Open Lineage | Mandy Chessell | 32m |
Three LF AI & Data projects integrate to record both deployed structure and actual runs: Egeria captures design metadata, OpenLineage defines an HTTP “Run”… | ||
| Fyne UI Toolkit: Enabling a Truly Platform-Agnostic Development of Graphical Appl... | Andrew B. Williams | 43m |
Fyne is a Go GUI toolkit that builds native apps as single binaries for Linux (X11/Wayland), macOS, Windows, BSD and iOS/Android with no extra code changes… | ||
| Extending SBOMs to Describe AI Systems | Karen Bennet, Kate Stewart | 43m |
Proposal extends SPDX SBOMs to describe models and datasets by adding fields for training data provenance, consent, data drift detection, hyperparameters… | ||
| The Evolution of Milvus: A Cloud-Native Vector Database | Frank Liu | 29m |
Milvus 2.0 claims a production cloud-native vector database: a fully distributed, horizontally scalable system (v2.2) that disaggregates query, index, and data… | ||
| Trusted and Responsible AI (Explainability, Adversarial, Bias, Fairness) | Vamsi Mohan Vandrangi | 37m |
Defines six concrete responsible‑AI principles — inclusiveness, accountability, reliability and safety, transparency, privacy and security — and recommends… | ||
| Training AI To Code Using The Largest Code Dataset (Project CodeNet) | Tommy Li, Animesh Singh | 42m |
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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