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Flower: A Friendly Federated Learning Framework |
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Pinned Tweet
Last week at FS24, we made public our work on 🌼FlowerLLM-1.3B: The 1st ever 1.3B LLM pre-trained via
#federatedlearning
. Now catch the FS24 talk! 🚀
A collaboration with
@CaMLSys
. Arxiv soon
🎬 FS24 Talk:
📕 Announcement Blog:
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6
27
Want to fine-tune a Transformer pre-trained LM on decentralized data? Check out our new
@huggingface
blog post to see how! 🤗 + 🌻 =🚀
In this guest blog, we show how to fine-tune distilBERT on the IMDB dataset for sequence classification using Flower!
1
31
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We are delighted to announce our $20M Series A 🎉. We can now move even faster towards making 🌎 open-source federated and decentralized AI available to all. 🚀
🌼 Flower Blog:
📰 Fortune Article:
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Built using
@flwrlabs
,
@JohnsHopkins
scientists ask: How can
#federatedlearning
incorporate multiple languages for better NLP models? Important problem tackled by
@orionweller
,
@ruyimarone
,
@lawrie_dawn
,
@ben_vandurme
and others.
0
10
25
Breaking news: Our demo has been accepted! Looking forward to showing the Open-source AI community, that are converging on SF, the future of ML: collaborative, open and distributed! Thanks
@huggingface
,
@ClementDelangue
and others for organizing.
At the
@huggingface
Open-source AI meetup 🤗
we want to showcase amazing community demos and research. If you want to take part in it, please fill this spreadsheet and prepare to come to the event at 5pm PST on Friday:
sign …
5
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🏃🏼♀️Run Federated Learning on embedded devices w/ Flower! 🌼
🫰🏼We have updated our much-loved embedded devices example. Get your
@Raspberry_Pi
or
#NVIDIAJetson
➕ follow the step-by-step tutorial!
❓
@PyTorch
or
@TensorFlow
? The choice is yours! 😎 ➡️
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🧳 Join us at 🌼 Flower Summit 2024. Two days packed w/ the best of decentralized AI: March 14➕15; 🇬🇧 London 💂♂️ (or online!) This is shaping up to be the 📈 largest
#federatedlearning
🕺event of the year!
✈️ Register:
🌐 FS24:
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A few memories from
#woodstockai
Friday last week. (Thx
@huggingface
!) We loved meeting the community in SF. Open-source AI is definitely having a moment. Looking forward to seeing many of you at Flower Summit 2023 May 30/31 in Cambridge UK and virtually!
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6
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Great way to close out the week.
@flwrlabs
will be promoted on an iconic
@nycTimesSquare
billboard every hour until Sunday midnight! We are on a mission to take
#federatedlearning
mainstream and this is just the be beginning! Thanks
@brexHQ
#GrowWithBrex
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"Train Different" -- start today by taking the Flower 🏫 tutorial:
#federatedlearning
#machinelearning
#privacy
#ai
#opensource
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🦙🌼 LLM FlowerTune is a game changer for the emerging area of using federated learning for fine-tuning LLMs. 20 lines of code, and one GPU, is all you need. What will you build w/ LLM FlowerTune?
➡️ Blog:
🚀 Code Example:
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Are you ready for Flower AI Summit 2024? 🌼 Only 16 days left until the 🌏 world's largest federated learning conference! 🌠 Join in for a program packed full of amazing talks, posters, and demos! 🍿
😱 Haven't registered? 💻 Secure your spot for free!
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3
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Federated learning lacks experimental testbeds beyond 10s of devices.
@lpdanh
and his colleagues have started to bridge this divide with test infra for FL of 100s of
@nvidia
and
@Raspberry_Pi
devices. The system runs on Flower and is detailed in the paper:
0
2
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🌼 Celebrating a year of big milestones for the Flower community! 🚀
✈️ Flower Labs has united in Warsaw 🇵🇱 to plan how we can further accelerate the adoption of 🤖 federated learning!
📣 Stay tuned for big announcements in 2024; thank you to everyone who contributed in 2023!
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📣 Flower is hiring! 🌼
Join our mission to take
#federatedlearning
mainstream! 🚀 We're searching for people who share our vision for an AI future that is collaborative, open, safe and distributed.
✨ Apply here:
#opensource
#remote
#machinelearning
0
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Not every ML problem is best solved with a neural network. In this new
@flwrlabs
blog post, Danny Ma
@CaMLSys
@Cambridge_CL
describes his approach to federating XGBoost! Code example under Flower is ready for the community!
Paper:
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🌼 Flower believes the future of ML is federated➕decentralized. And so it is natural that we are a 👩💻 remote-first AI company. But it is still key to sometimes get together and aggregate gradients 😎 - here are some of our in-person events in 2023. Looking fwd to more in 2024🍻
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This Monday,
@flwrlabs
participated in a fantastic Cambridge
@weights_biases
event.
@jafermarq
demonstrated the advantages of using Flower together with W&B for complex federated learning simulations. Great to see the Cam ML community out in force. Thanks for the invite
@l2k
!
0
5
14
🎉 Congrats 🌼 Flower Community: We just hit a major milestone, over 1 MILLION downloads and counting for Flwr and Flwr-Nightly 🚀 🌸✨ Thank you to the thousands of developers and researchers that push Flower forward everyday! 💪
🚀 Join us: 🌼
0
3
14
🔥Flower 1.8 is live! New capabilities 💪 include....
➡️ Flower Next high-level API (stable) and low-level API (preview)
➡️ Flower Mods (preview)
➡️ Fine-tune LLMs with LLM FlowerTune
➡️ built-in DP and SA (preview)
.. and more! 🚀
📕Intro Blog
0
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Thank you to everyone who made the Flower AI Summit 2024 a huge success! 🌼
From our amazing speakers➕poster presenters, to the incredible attendees: You all made FS24 into a real showcase of how ready
#federatedlearning
is for the ML primetime🌟
See you next year at FS25 🚀
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💻
@EdgeImpulse
is a leader in
#tinyml
. Delighted to see they developed a new
#federatedlearning
tutorial for IoT device data w/ 🌼 Flower! 👏
📖 Blog by
@EdgeImpulse
➕ Solmon Githu
Tutorial uses📱MobileNet w/
@Raspberry_Pi
3➕4 at a building site 🚀
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Federated learning will be one of the key technologies that enable 😷medical AI to become mainstream. Flower is working with many leading 🏥medical researchers like
@andrewsoltan
towards removing barriers to adoption and deployment. Recently, Andrew led a trial of Flower within…
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We believe in interoperability for AI as this fuels seamless collaboration. Happy to lift the lid on our partnership w/
@intel
, and others, towards cross framework compatible federated learning components, and more! These will be housed
@linuxfoundation
:
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2
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Announcing our first batch of speakers for Flower Summit 2023. Complete talk details, and registration details available here: We'll be making regular updates leading up to the event with new speakers, program events and social/networking opportunties! 🚀
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🌟 Meet Nic Lane (
@niclane7
), he is the co-founder and Chief Scientific Officer of Flower Labs 🌼
📖 Alongside his role at Flower, he is also a Professor in the dept. of Computer Science
@Cambridge_Uni
where he leads the Cambridge ML Systems lab (
@CaMLSys
).
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📣 Our own Javier (
@jafermarq
), Research Scientist at 🌼 Flower, delivered a lecture titled "FL Systems: Bringing Training to Data with Flower Labs" for the 🎓 CS-E4740 FL course
@AaltoUniversity
. Thanks
@alexjungaalto
for the invite!
📺 Video Recording:
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3
12
New
@oreillymedia
book by
@kjam
"Practical Data Privacy". Flower (
@flwrlabs
) selected as the federated learning framework used in code examples, and featured in the FL chapter. Available for pre-order:
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2
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🔥 This year introduced posters and demos to the Flower AI Summit agenda! We have been overwhelmed by the response. Here is a majority of the presenters, with a few more still to announce 🗣️
📋 More details:
📝 Free registration:
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And that concludes Flower AI Summit 2024. A big thank you to all attendees, both in-person and online.
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Flower Summit 2024 (FS24) 🇬🇧🌼
⏰ FS24 is coming to London 🎡 in March 📅. Join us in person or online!
Let's build the federated future of AI together! 🚀
✏️ Register now to stay tuned for more details:
#machinelearning
#federatedlearning
#opensource
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3
11
🌼 Flower Monthly December 🎬 recordings now available for viewing on YouTube 🚀
➡️ Full Flower Monthly Video:
🚀 Two amazing invited talks:
@Mo_Nabihovich
@FBK_research
➕
@fd0r_
@zama_fhe
Until next year! 😌 📆 Next Event: Jan 3rd. 2024, 1600 UTC
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We are delighted to introduce a key 1st step in compatibility b/w Scaleout ➕ Flower! 🚀 A range of 🌼 Flower ClientApps can now run in Scaleout Studio; we are working towards full support soon. Welcome Scaleout to the Flower eco-system!
📕 Blog:
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4
11
In time for FS24, 🆕 research➕capabilities built on 🌼 Flower for serving LLMs efficiently while still maintaining privacy: MeanCache! A contribution frm
@virginia_tech
,
@Cisco
,
@UMNews
. Waris Gil (
@warisgil
) lead author 🚀
📖 Paper: (code avail soon)
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3
11
🔥Hot new FL research using Flower! 📃 proposes a privacy preserving approach for next-place-prediction of users. Amazing research from
@SKtelecom
,
@kaistpr
and
@official_naver
! This work appeared in
@SIGSPATIAL_GIS
.
1
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🌟 Join us today for Flower Monthly January! See you in 3 hours ⏰ time!
Two great speakers w/ Álvaro López García of the Spanish National Research Council ➕ KangYoon Lee frm Gachon Uni and the Cognitive Computing Lab
⏳ Today 1600 UTC
🎤 Event link:
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3
11
Catch up on the talk by
@BerivanISIK
frm
@Stanford
who spoke at Flower Monthly June. Now on
@YouTube
, Berivan talks about her collaboration on subnetwork training that appeared
@iclr_conf
: Video of the full event is also available:
0
1
11
Official launch of the Flower Summer of Reproducibility (SoR)! SoR is a 90 day sprint to improve reproducibility in Federated Learning. Our aim: to create 50 high quality baselines for FL researchers. Towards this we are contributing a $100K USD prize pool
0
2
10
Flower Labs is teaming up w/
#openfl
, that includes partners such as
@Intel
, to develop
#federatedlearning
standards 🚀. We are eager to involve others, reach out if you are interested!🤝 Patrick Foley (
@psfoley
) details this effort in a new guest blog 📜
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1
11
⏰ Flower Monthly is next week, this time will have two outstanding speakers: ➡️ Kwangkee Lee from InnopiaTech and Solomon Githu
@sologithu
from
@EdgeImpulse
👏
⏳ Wednesday, October 4th, 1600 UTC (0900 SF, 1200 NY, 1700 LON, 2130 IST) 📺 Join us on Zoom:
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5
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Federated Learning is on fire 🔥. 6th most frequent keywrd
@iclr_conf
2023 submissions. Just behind transformers + ahead of SSL.
@flwrlabs
looks fwd to helping the community share implementations of all these papers. Let us knw if you need assistance (thx Jintang Li for the data)
0
1
10
🌼 Introducing
#Flower
Datasets! 🌼
🌟 Easily download & partition datasets with just 3 lines of code.
🌟 Fully reproducible FL
🌟 Seamless integration w/ popular
#ML
frameworks.
📄 Blog Post:
#flwr
#flwr
-datasets
#FlowerDatasets
#federatedlearning
0
3
9
🗞️ More great news for Monday! 🌼 Flower 1.7 is here, and it comes with a ton of improvements! ☄️ 😎
🚀 New in 🌼 1.7: Apple MLX support, new Offical Docker images, expanded XGBoost support, 6 improved or new baselines, and more!
🤩 All 1.7 details:
0
0
9
More Flower Summit 2023 announcements: Dandelion -- a partner with
@brave
and
@flwrlabs
towards rolling out the world's largest open source federated learning system. Wonderful launch talk by
@stevelaskaridis
and
@LorenzoMnto
! If you missed it coming to YouTube soon.
0
2
10
🔐Mutiparty compute (MPC) is a key complementary tech for federated learning. Carbyne Stack is one of the top MPC stacks () which now has tight integration w/ Flower.
@SvenTrieflinger
@BoschGlobal
annouced this at FS23 📺 watch now:
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0
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😱 Only 1️⃣ day left until the start of the world's 📈 largest federated learning conference -- the Flower AI Summit 2024 🚀
🔒 Secure your free in-person ticket: Only a limited number of in-person
🎤 FS24 Lineup:
0
2
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Everything is setup and now it's a full house! Come see the
@flwrlabs
area at the
@huggingface
event..
0
4
10
Announcing the speaker line-up for Flower Monthly April. Join us on Wed April 5th at 5pm GMT / 9am PST and hear from:
@adam_narozniak
(new datasets++),
@xinchiqiu
(vertical FL),
@pedropbg
(faster simulation)
@max_kapsecker
(iOS SDK). Zoom link and more:
0
4
10
🤩 2023 was full of amazing achievements, and as we open the book on 2024 -- here are a few from last year that we wanted to share with you! 🎬
👏 Thank you to everyone who contributed to Flower and our FL community. 📣 Stay tuned for more big announcements and events in 2024.
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0
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🌼 Flower Monthly October 🎬 recordings are now available for viewing on YouTube 🚀
➡️ Full Video:
➡️ Kwangkee Lee (InnopiaTech):
➡️ Solomon Githu
@sologithu
(Edge Impulse):
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3
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🌼Amazing talk by Borja Balle from DeepMind telling us about practical scenarios for fine tuning using DP
0
2
10
🌟 Grateful for the love! 🙏 Flower just hit 3k stars on
@GitHub
, and we couldn't be more thrilled. Thank you to our amazing community for your support and appreciation 😍 Let's keep building together! 🚀
#OpenSource
#GitHubStars
#federatedlearning
#flwr
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2
9
👀 Start your week w/ a new contribution frm the 🌼 Flower community: kubeFlower -- deploy Flower to even geo-distributed kubernetes resources, easily! 🚀 This work frm
@bristol_smart
and 🎓 authors Juan Marcelo Parra-Ullauri➕others.
🧪 Research Paper:
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1
9
Unlabeled data is a key that will unlock
#federatedlearning
. Research from
@nokia
makes progress on this front w/ unsupervised clusters. Implemented using Flower (
@flwrlabs
), appeared
@icmlconf
. 👏 to authors
@EkdeepL
@raswak
@akhilmathurs
and more.
0
1
9
📣 Delighted to see Flower has been selected as one of the
@OxxVC
Rising Stars of Open Source 2023. 🚀 Announced
@SaaStock
by
@BobThomasVC
yesterday. All the credit goes to the beautiful global Flower community! ❤️ Details available in this report:
5/ Without further ado - here are the OSS startups that had the fastest growth in engagement this year:
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🧪 🆕
#federatedlearning
research using 🌼 Flower! 💃 from
@HSGStGallen
,
@ICSIatBerkeley
and
@bundesbank
. This new method, FedTabDiff, allows the 🎰 generation synthetic tabular 🤖 data using a federated approach.
📃 Full paper here:
#privacy
#ai
0
1
9
🚨New FL research:🧾
@deloitteUS
has built, using 🌼Flower, a new aggregation method they call FedBayes. This approach overcomes many malicious client behaviors, such as backdoor or label-flipping attacks. Exciting work by Marc Vucovich and colleagues!
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🌼 Flower Summit 2024 is happening soon in London at the King's House 🇬🇧 (adjacent to King's Cross 🚂station)
⭐ Join us in person, or participate online, March 14 and 15 🚀
✍️ Register now
🎙️Submit a talk
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1
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🔥 Make sure to not miss the last Flower Monthly of 2023! 🚀
We will have two incredible speakers:
➡️
@fd0r_
, ML engineer
@zama_fhe
➡️
@Mohamed
Nabih Ali, Post-doctoral Researcher
@FBK_research
⏳ Next Wednesday -- Dec 6th 1600 UTC
🎤 Event link here:
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5
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📣 Great news: If you were unable to attend the Flower AI Summit 2024, or want to rewatch the talks -- you can now catch them all on our 📺 YouTube Channel! 😎 Video of the full presentations ➕ poster sessions are available. 🌼
📺 FS24 YouTube Playlist:
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1
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Federated systems w/ clients hosted in varying cloud providers present new optimization opportunities (e.g., cost). Work frm
@uff_br
,
@PierreSens
,
@Sorbonne_Univ_
+ others study such issues. Implemented w/ Flower (
@flwrlabs
) it appeared
@IEEEorg
SBAC-PAD
0
1
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Join now the more than 550 registered attendees for Day 2 of Flower Summit 2023 (Industry Day) by connecting to the YouTube overflow room: We have presentations by
@brave
,
@BankingCircle
,
@thoughtworks
,
@intel
,
@weights_biases
,
@BoschGlobal
0
3
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Diffusion models are going federated! Phoenix is a model frm
@uw
built by the lab of
@afrafrafra_j
that allows diffusion models (similar to those by
@StabilityAI
) to be trained on federated data. Phoenix is implemented on Flower! 🌼 Paper available here:
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Today
@flwrlabs
launched on
@hackernews
! Thanks for all the great feedback from the community. We value all the discussion, and look forward to incorporating it into future versions of Flower.
@hackernewsrobot
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2
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🔥 Hot news for the world of
#federatedlearning
!
🐍 + 🌼 -- Flower is now officially distributed on the conda-forge,
@anacondainc
! 😎
Flower 🧪Data Scientist, Charles has prepared a blog post that explains everything you need to know!
📃 Link:
0
1
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🌼Flower Summit 2023: 2nd Batch of Speakers Announced!
=
@SvenTrieflinger
,
@BoschGlobal
=
@dgrinwald93
,
@TUBerlin
/
@bifoldberlin
=
@stevelaskaridis
,
@Brave
= Y. Wang,
@UvA_Amsterdam
= Z. Tabatabaei,
@TyrisSoftware
=
@elijahbenizzy
,
@DagWorks
Details here:
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4
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🎉 Meet another amazing SoR contributor 🙌
@stevelaskaridis
➕Sam Horváth worked together on a NEW Flower baseline frm their paper "FjORD: Fair➕Accurate FL under hetero. targets w/ Ordered Dropout"
☀️ NEW baseline:
📑 Orig. paper:
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1
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🌼 Flower Monthly is tomorrow! 👀
📡 Watch at 1600 UTC (0900 SF, 1200 NY, 1700 LON, 2130 IST)
📹 In this session Kwangkee Lee frm InnopiaTech and Solomon Githu
@sologithu
frm
@EdgeImpulse
will be with us👏
📺 Link available on the Flower Monthly page:
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4
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🌼 Flower Monthly April recording is ready!
Catch two great speakers:
1️⃣
@PhilippWiesner
@TUBerlin
2️⃣
@FrancescoPase
@NEWTWEN
📺 Watch the full session:
🚀 Join 🌼Flower today:
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⏰ 26 days until
@iclr_conf
. 1️⃣ of the many FL 👩🔬 papers there is: "Principled Federated Domain Adapation: Gradient Projection➕Auto-weighting" -- frm
@enyij2
@Ybo_Z
@sanmikoyejo
@UofIllinois
@Stanford
. Built w/ 🌼 Flower! See you in Austria 🚀
📝 Paper:
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🤩 What a great name for a FL technique.. "daisy-chaining" 🚀 With a name like that it would be great to have it as one of the baselines implemented in 🌼Flower.
@MichaelKamp7
, and colleagues let us know if you are keen.
How can
#healthcare
providers perform
#federatedlearning
when each
#hospital
only has 3-5 relevant patients? In our paper "Federated Learning from Small Datasets" () accepted at
#ICLR2023
my colleagues
@JonasFischerML
,
@drjilles
and me show how it is done.
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Flower swag is popping up all over the world. We are always happy to receive images from the community. In this photo a Flower tote bag makes an appearance in Bangkok. 👋 Great to hear from Flower users in Thailand!
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Everyday the 🌼 Flower community comes up w/ a new app of federated learning! 🚀 This new ⚛️ research frm
@UNSW
,
@InghamInstitute
,
@Sydney_Uni
,
@UniversityLeeds
and others -- shows how FL can standardize the naming of radiotherapy data. 🤯
📝 Paper:
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#ICLR
reviews are out today 😱
👩🔬 If need to run additional
#federatedlearning
baselines to keep those reviewers happy, then we've got you covered! 😎🌼 We have a range of community contributed FL implementations ready
Check out Flower Baselines now! ⤵️
0
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Delighted to see the release of
#SpeechBrain
1.0 🎉 -- Flower and SpeechBrain have been collaborating since 2021, and together they are the easiest way to federate any speech or audio model.
Try out the SpeechBrain➕Flower demo, upgraded especially for today's 1.0 relase by…
Exciting news! 🎉
#SpeechBrain
1.0 is out with tons of thrilling advancements.
Our
#OpenSource
toolkit now features 200+ recipes and 100+ pretrained models on
#HuggingFace
for diverse
#ConversationalAI
tasks.
🌐 Website:
💻 Repo:
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MetaSend is a new way of performing FL comms when training multilingual models. Check out this new work developed using 🌼 Flower by scientists at
@PurdueECE
. Interesting work by Yun-Wei Chu, Dong-Jun Han and Christopher Brinton 💪
📕 Paper:
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📣 The Chinese session from our "Flower Around the World" is now available for viewing! 🇨🇳 Two powerful tutorials for beginners to dive into
#federatedlearning
, enjoy!
🧑🏻💻 Federated Learning Basic tutorial:
✋🏼 Flower Hands-On:
0
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🌍 The Flower ecosystem keeps growing! 🤯 Federate w/ Flower and still use all of your fav. ML tools! 😎 Check out our Quickstart tutorials
🚀 for
@PyTorch
,
@pandas_dev
,
@weights_biases
, JAX,
@fastdotai
➕ more!
Which tool would you like to see next? 👀
0
0
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🚀 Flower 1.4 is out! 🚀
So many much requested features in this release! Thank you to all the contributors who made it possible. You'll find: XGBoost, better iOS support, many new Flower Baselines (FedProx, FEMNIST etc), Ray updates. Details here:
0
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🌼Flower is a global phenomenon 🚀 Help us reach even more people by contributing to our doc translation effort 🇬🇧 🇫🇷 🇨🇳 🇳🇿 🇺🇸 🇰🇷 🇲🇽
➡️ Get started with our step-by-step guide, add a new language or expand an existing one:
📁
📽️
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🚀 We're happy to announce the successful integration of the first set of baselines from the Summer of Reproducibility initiative, with more to follow shortly! 👏🏻🎉
📑 New baselines found here:
🐱 Keep track of SoR progress here:
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✨ 🌼 Wishing you joyful holidays from the Flower Team! 🎄🎁
We hope you have a ☃️ holiday season filled with peace and joy, surrounded by wonderful 🥂company. ⛷️ What holiday tradition brings the most joy to your celebrations? Share your favorites with us! 🌟
#happyholidays
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It's today! 🌼 Flower around the world! 🤯 is happening
📺 Live stream link:
⏰ Six sessions within a 24 hour period
🗣️ Presentations in five languages
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Not only have we seen a large uptick in industry adoption of Flower in 2023, but academic usage continues also to grow. The new trend in universities: teaching FL w/ Flower! Small anecdote, according to
@THEworldunirank
, Flower is used in 9 of the top 10 universities in the world
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