Open source system for end-to-end data science lifecycle over efficient, local and distributed ML.
Code: https://t.co/ybAbgoeofgsystemds.apache.orgJoined March 2021
Glad to share, our paper MEMPHIS is accepted at EDBT 2025! 🎉 MEMPHIS extends the LIMA framework and proposes a holistic approach for fine-grained reuse of intermediates and memory management across multiple backends.
Paper: openproceedings.org/2025/conf/edbt…
I went through the most popular AI repos on GitHub, categorized them, and studied their growth trajectories. Here are some of the learnings:
1. There are 845 generative AI repos with at least 500 stars on GitHub. They are built with contributions from over 20,000 developers,…
The SystemDS team is pleased to announce the release of version 3.0.0. This is the first release with Java 11 and Spark 3. Major additions include a feature-complete federated backend, Top-K cleaning, various new builtins, and performance improvements.
systemds.apache.org/release-notes/…
Our preliminary experiments in @ApacheSystemDS with JDK 17's Float/DoubleVectors (for mapping to packed SIMD on x64 and aarch64) already look very promising:
github.com/apache/systemd…
Thanks @KevinInnerebner for the initial exploration.
proud of our team (@ArnabPhani, Sebastian Baunsgaard) that we made reproducibility submissions for all of our SIGMOD'21 papers (I did it last minute, thanks to the CIDR camera-ready deadline extension).
github.com/damslab/reprod…
The SystemDS team is pleased to announce the release of Apache SystemDS version 2.2.0. Major additions include full support for compression, multi-threaded feature transformations, improved Python API, and performance improvements.
Release Notes:
systemds.apache.org/release-notes/…
The SystemDS team is pleased to announce the release of Apache SystemDS version 2.1.0. Major additions include a robust Federated backend w/ a Parameter Server for federated fraining, many new builtins, and performance improvements.
Release Notes: systemds.apache.org/release-notes/…
4/4: All results are integrated and usable in @ApacheSystemDS. Btw, @ArnabPhani just today cut the next release candidate rc3 of Apache SystemDS 2.1, which after voting has passed will become available soon.
we're truly grateful for the recognition of our SliceLine work in the new data science & engineering track.
mboehm7.github.io/resources/sigm…
Svetlana did awesome work and it's a nice example how a course project in OSS leads to a master thesis and back into @ApacheSystemDS.
we're truly grateful for the recognition of our SliceLine work in the new data science & engineering track.
mboehm7.github.io/resources/sigm…
Svetlana did awesome work and it's a nice example how a course project in OSS leads to a master thesis and back into @ApacheSystemDS.
Happy to announce Apache SystemDS 2.0.0, which we released mid October as the first release after merging SystemDS back into Apache SystemML:
systemds.apache.org/download
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Join us for the TVM and Deep Learning Compilation Conference https://t.co/i6MTbWYt87
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ACM Turing Award Laureate.
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Blog: https://t.co/WUnjudXKHn
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