Apache SystemDS

14 posts

Apache SystemDS banner
Apache SystemDS

Apache SystemDS

@ApacheSystemDS

Open source system for end-to-end data science lifecycle over efficient, local and distributed ML. Code: https://t.co/ybAbgoeofg

Katılım Mart 2021
63 Takip Edilen118 Takipçiler
Apache SystemDS retweetledi
Arnab Phani
Arnab Phani@ArnabPhani·
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…
Arnab Phani tweet media
English
1
3
17
1.4K
Apache SystemDS retweetledi
Matthias Boehm
Matthias Boehm@matthiasboehm7·
I'm grateful for being part of the great (and now accepted) collaborative research center FONDA II.
DFG public | @[email protected]@dfg_public

Die #DFG richtet zur weiteren Stärkung der #Spitzenforschung an den Hochschulen 11 neue #Sonderforschungsbereiche (SFB) ein, darunter 5 SFB/Transregio (TRR) von mehreren antragstellenden Hochschulen gemeinsam. Forschungsthemen und weitere Einzelheiten: ➡️dfg.de/de/service/pre…

English
0
3
14
1K
Apache SystemDS retweetledi
Chip Huyen
Chip Huyen@chipro·
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, making almost a million commits. 2. I divided the AI stack into four layers: application, application development, model development, and infrastructure. The application and application development layers have seen the most growth in 2023. The infrastructure layer remains more or less the same. Some categories that have seen the most growth include AI interface, inference optimization, and prompt engineering. 3. The landscape exploded in late 2022 but seems to have calmed down since September 2023. 4. While big companies still dominate the landscape, there’s a rise in massively popular software hosted by individuals. Several have speculated that there will soon be billion-dollar one-person companies. 5. The Chinese’s open source ecosystem is rapidly growing. 6 out of 20 GitHub accounts with the most popular AI repos originate in China, with two from Tsinghua University and two from Shanghai AI Lab.
Chip Huyen tweet media
English
44
297
1.4K
346.1K
Apache SystemDS
Apache SystemDS@ApacheSystemDS·
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/…
English
0
5
6
0
Apache SystemDS retweetledi
Matthias Boehm
Matthias Boehm@matthiasboehm7·
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…
Matthias Boehm tweet media
English
0
3
27
0
Apache SystemDS
Apache SystemDS@ApacheSystemDS·
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/…
English
0
1
3
0
Apache SystemDS
Apache SystemDS@ApacheSystemDS·
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/…
English
0
2
11
0
Apache SystemDS retweetledi
Matthias Boehm
Matthias Boehm@matthiasboehm7·
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.
English
0
2
6
0
Apache SystemDS retweetledi
Matthias Boehm
Matthias Boehm@matthiasboehm7·
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.
SIGMOD/PODS 2021@SIGMOD_2021

We are delighted to announce the ACM SIGMOD 2021 Best Paper Awards. Congratulations to all award winners! 2021.sigmod.org/sigmod_best_pa…

English
2
3
40
0
Apache SystemDS retweetledi
Matthias Boehm
Matthias Boehm@matthiasboehm7·
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
English
1
5
22
0