TARAN research group - INRIA centre at Rennes University

With Silviu Filip, we are looking for a passionate student in one or more fields such as high-performance computing, deep learning, and optimization, to join our team within the TARAN research group - INRIA centre at Rennes University 🔍 Topic: The internship will focus on using error analysis models (stochastic rounding) in floating-point arithmetic to evaluate the convergence of gradient descent algorithms in low precision, with applications in Deep Learning. 📄 Full details: See the attached PDF for more information about the internship. Avec Silviu Filip, nous sommes à la recherche d'un(e) étudiant(e) passionné(e) par un ou plusieurs domaines tels que le calcul haute performance, l’apprentissage profond et l'optimisation, pour rejoindre notre équipe au sein de l’équipe TARAN research group - INRIA centre at Rennes University ! 🔍 Thème : Le stage portera sur l'utilisation de modèles d’analyse d'erreurs (arrondi stochastique) en calcul flottant pour évaluer la convergence des algorithmes de descente de gradient en faible précision, avec des applications dans le Deep Learning. 📄 Détails complets : Consulte le PDF ci-joint pour plus d'informations sur stage.

🚀 Excited to share insights from our recent special session at the VLSI SoC 2024 Conference! In Tanger, Marocco. “Reliability Assessment Of Neural Networks: Trading-Off Between Performance and Accuracy” We discussed strategies and emerging techniques for the reliability assessment of AI hardware and AI workloads. Moreover, we explore and analyzed methods to speed up evaluations, while preserving affordable levels of accuracy in the observed impact effects (physical evaluations, fine-grain microarchitecture evaluations, structural and functional analyses and application level hardening). A big thank the organizers Angeliki Kritikakou , Marcello Traiola and Matteo Sonza Reorda, the in-site speaker Fernando Fernandes and Alessandro Veronesi and my coauthors Juan David Guerrero Balaguera, Robert Alexander Limas Sierra, Giuseppe Esposito, and JUNCHAO CHEN #VLSISoC #KnowledgeSharing PhD Computer and Control Engineering - DAUIN Politecnico di Torino DAUIN - Politecnico di Torino Politecnico di Torino TARAN research group - INRIA centre at Rennes University IHP

🌟 Exciting News! 🌟 We know how much you loved IEEE IOLTS 2024, and we've got great news for you! The wait is almost over—details for next year's IEEE IOLTS 2025 are now live! 🎉 https://lnkd.in/e243pDAX Get ready to join us on the breathtaking Ischia Island, Italy, for another incredible conference edition. 🌍📅 Stay tuned for more updates, and start planning your trip!

Embedded Systems Week (ESWEEK - www.esweek.org) is organizing an education track for its 2024 edition, where in, top researchers in the world will teach 2-hour topical class on emerging/newer, but well established embedded systems concepts, tools and methods that are not readily available in textbooks in an exciting, engaging and hands-on way.   The topic for this year’s education classes is Energy Efficient Embedded System in the Era of AI.   Education classes will be held via zoom on Friday, 27th September in two time slots. 10AM – 12PM US Eastern Time 4:00 PM – 6:00 PM US Eastern Time   We have compiled an exciting set of education classes available via this link https://lnkd.in/eP7mcrSe The registration is free. Please use this link to register. Once the registration is completed, you will receive the zoom link for these classes. https://lnkd.in/ef-RR62E We hope these classes will give you an opportunity to learn new tools and technologies for AI, which are not readily available in textbooks.

Bruno has just presented our work on the reliability of hardware accelerators for Large Machine Learning Models at RADECS 2024! Thanks to all the co-authors from Inria, NASA Jet Propulsion Laboratory, NASA Goddard Space Flight Center, and ISIS Neutron and Muon Source for the collaboration and thanks to FondazioneVRT, RADNEXT, and STFC for the support! 🚀 Matteo Saveriano Fernando Fernandes Christopher Frost Steven Guertin Gregory Allen Sergeh Vartanian Edward Wyrwas

Great discussions with Alain Darte and Thomas Preußer during the poster session at FPL 2024.

Very happy to attend FPL 2024, where Dylan Leothaud presented our work on 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝘁 𝗗𝗲𝘀𝗶𝗴𝗻 𝗦𝗽𝗮𝗰𝗲 𝗘𝘅𝗽𝗹𝗼𝗿𝗮𝘁𝗶𝗼𝗻 𝗳𝗼𝗿 𝗗𝘆𝗻𝗮𝗺𝗶𝗰 & 𝗦𝗽𝗲𝗰𝘂𝗹𝗮𝘁𝗶𝘃𝗲 𝗛𝗶𝗴𝗵-𝗟𝗲𝘃𝗲𝗹 𝗦𝘆𝗻𝘁𝗵𝗲𝘀𝗶𝘀. Kudos to him !

🚀 Check out our team members' latest work on stochastic rounding! 🔍💡

We're #hiring a new Doctoral Student in Rennes, Brittany. Apply today or share this post with your network.

Check out this fantastic talk by Simon Rokicki from the RISC-V International Summit EU! He discussed the Design Exploration of RISC-V soft cores through Speculative High-Level Synthesis. 🎥 Watch here: https://lnkd.in/eanDsFev #RISCV #HighLevelSynthesis #SpeculativeHLS