Don't miss the second guest talk of the #AI Service Center Berlin-Brandenburg (#KISZ)🎤

Ramin Khalili will present a new method in the field of #FederatedLearning (FL) that allows successive freezing and training of the parameters of a FL model, thus reducing the resource requirements of the training on the devices while still allowing sufficient co-adaptation between parameters.

📅July 27, 1-3 pm
📍HPI, Building L, Room L-1.06 (Campus II)
📝More info & registration: https://hpi.de/en/the-hpi/registration/2023/ramin-khalilihpi-kisz-02-guest/

5 emerging trends in deep learning and artificial intelligence - Explore five emerging trends in deep learning and artificial inte... - https://cointelegraph.com/news/5-emerging-trends-in-deep-learning-and-artificial-intelligence #reinforcementlearning #federatedlearning #transferlearning #explainableai #deeplearning #transparency #dataprivacy

Last was a fascinating talk by Gauri Joshi on heterogeneity in #FederatedLearning at the C3.ai Digital Transformation Institute. Federated learning is desirable from a number of perspectives, and this talk details fascinating results about how practitioners can design #algorithms in this space with performance that starts to approach centralized methods. Highly recommend https://www.youtube.com/watch?v=FV1ngzoZLvM (7/7)

date: 2023-02-24 01:53:18
by: Hadi Amini

Multiple Fully-funded Ph.D. positions are available at @solid__lab on federated learning/quantum machine learning and their application in the cybersecurity of Cyber-Physcial-Societal systems.
More information: https://www.linkedin.com/feed/update/urn:li:activity:7034576172734676993/

#PhDposition #federatedlearning #research

🐦🔗: https://twitter.com/twitter/statuses/1628936073396072450
#PhdPosition

Next was a technical talk by Chandra Thapa on enabling #DeepLearning with #FederatedLearning and split learning at #Monash Information Technology. I still wonder about #privacy protection mechanisms like the one presented here accelerating discrimination by making everyone look more like the majority class, but the architecture itself is quite interesting https://www.youtube.com/watch?v=RYuWpG41YmU (5/12) #AI

Technological Advances that are Driving Edge Computing Adoption - The evolution of a technology as a pervasive force is often a time-consuming proce... - https://readwrite.com/technological-advances-that-are-driving-edge-computing-adoption/ #artificialintelligence #federatedlearning #connecteddevices #cloudcomputing #edgecomputing #webassembly #tinyml #cloud #iot #ai

Our recent work accepted to #ICLR2023 in the 𝗻𝗼𝘁𝗮𝗯𝗹𝗲-𝘁𝗼𝗽-𝟮𝟱% category! Motivated by overparameterized neural networks and a classical algorithm, we present a new way of adaptively determining the server step size in #FederatedLearning.

🌟 https://arxiv.org/abs/2301.09604

Federated learning is not private by default.

It looks like ML-enabled tools that do not guarantee privacy have made it to productions, which will likely impact actual people and might have HIPAA implications in the US.

https://www.nature.com/articles/s41591-022-02155-w

#federatedlearning #ML #privacy

Less than a week left for this post-doc opportunity! A fully funded post-doc in federated machine learning.

#hiring #postdoc #postdocposition #federatedlearning #machinelearning

Mastodon needs more transparency and explanation. Take a start with this. #federatedlearning http://www.netapp.com/blog/federated-learning/

If you are a #ml scientist interested in #FederatedLearning, please consider the 1st Workshop on Federated Learning Technologies at The Web Conference 2023 (Austin, Texas).

Here the call for papers and more information https://flw.di.unito.it/.

How well does #FederatedLearning work when clients participate intermittently? Our #NeurIPS2022 paper provides an answer to this question by amplifying updates. Come for a chat at our poster at 4 pm on Wednesday!

Paper: https://arxiv.org/abs/2205.13648

NeurIPS page: https://neurips.cc/virtual/2022/poster/53667

EDPS Techsonar report 2022 on federated learning, metaverse, fake news detection systems, synthetic data and central bank digital currency. The aim is to “monitor relevant developments, insofar as they have an impact on the protection of personal data”. The report is short and sweet with suggestions for further reading.

https://edps.europa.eu/system/files/2022-11/22-11-10_techsonar_report_22_23_en.pdf

#dataprotection #metaverse #syntheticdata #digitalcurrency #federatedlearning #fakenews

Next was an exciting talk by Nicholas Lane on the power of #distributed #MachineLearning at The Data Science Institute at #Columbia University. #FederatedLearning has always been interesting, but this talk pushes it to a new level and centers this approach as the future of machine learning. I got so many ideas from watching this, highly recommend https://www.youtube.com/watch?v=pDzhy8PTHyk (4/10)

Time for an #introduction

I'm a PhD student focusing on #tokenization in #CJK translation and do language stuff at Google Tokyo. I also help as an editor for @thegradient.

I'm interested in #federatedlearning, #Julia, #Korean, and high school CS #education. Definitely reach out!

www.theoreticallygoodwithcomputers.com

The list of 122 full papers and 118 short papers at our #ieee #BigData Conference in Osaka, Japan is available from https://bigdataieee.org/BigData2022/AcceptedPapers.html Hope to see you in Japan on Dec. 17-20, 2022. #MachineLearning #deeplearning #federatedlearning #ml #orms @ComputerSociety

RT @GoogleAI@twitter.com

Introducing Federated Reconstruction, an approach that enables scalable partially local #FederatedLearning and thus avoids revealing privacy-sensitive data. Read all about our approach, including how it was successfully deployed to Gboard ↓ https://goo.gle/3F2Cf2t

🐦🔗: https://twitter.com/GoogleAI/status/1471587779561807877

https://purl.org/rzr/privacy# #FederatedLearning can be relevant for #SmartHome activities

https://purl.org/rzr/privacy# #AI : #FederatedLearning is more #Decentralized to address #Privacy issues , can be shared or not between users or community

https://purl.org/rzr/privacy# #IoT , #DataProtection for #AI #MachineLearning #FederatedLearning