From predragp at andrew.cmu.edu Wed Dec 2 14:08:33 2020 From: predragp at andrew.cmu.edu (Predrag Punosevac) Date: Wed, 02 Dec 2020 14:08:33 -0500 Subject: servers down? In-Reply-To: References: Message-ID: <20201202190833.OCx4m%predragp@andrew.cmu.edu> Ifigeneia Apostolopoulou wrote: > Hi Predrag, > > long time no see :) > are the servers down? also I can't login to any of them. They are not down. They have to be regularly maintained which means that sometimes they have to be rebooted with a new kernel. I just rebooted the main file server. The reboot of the large file server takes about 5 min. Cheers, Predrag > > Could not chdir to home directory /zfsauton3/home/iapostol: No such file or > directory From ngisolfi at cs.cmu.edu Thu Dec 3 11:30:50 2020 From: ngisolfi at cs.cmu.edu (Nick Gisolfi) Date: Thu, 3 Dec 2020 11:30:50 -0500 Subject: [Lunch] Today @noon over Zoom Message-ID: <8FA7FD0E-0754-4B92-BE51-33EFABB206F4@cs.cmu.edu> https://cmu.zoom.us/j/96391712304?pwd=WGhzSy9kWnNpc3haZjd5bmVXV291QT09 We hope to see you there! - Nick -------------- next part -------------- An HTML attachment was scrubbed... URL: From awd at cs.cmu.edu Mon Dec 7 09:50:47 2020 From: awd at cs.cmu.edu (Artur Dubrawski) Date: Mon, 7 Dec 2020 09:50:47 -0500 Subject: Fwd: MSR Thesis Talk: Learning Cyber-Physical Models of Resuscitation In-Reply-To: References: Message-ID: Team, Mayra will be presenting her MSR work on Wednesday at noon. Please join if available and if you are interested in cyber-physical models and time series in critical care. Cheers Artur ---------- Forwarded message --------- From: Mayra Melendez Date: Wed, Dec 2, 2020 at 4:28 PM Subject: MSR Thesis Talk: Learning Cyber-Physical Models of Resuscitation To: Hello everyone, I will be giving my MSR thesis talk on Wednesday, December 9th at 12:00 PM EST via zoom. *Date:* Wednesday, December 9th, 2020 *Time:* 12:00 PM - 1:00 PM EST *Zoom link:* https://cmu.zoom.us/j/2264817054?pwd=Nzlzb0lrZjVVZkhKZEhvTFlraXhXQT09 *Meeting ID:* 226 481 7054 *Password:* 268411 *Title:* Learning Cyber-Physical Models of Resuscitation *Abstract: * Ability to predict outcomes and forecast trajectories of recovery from resuscitated intensive care patients could guide treatment decisions and improve outcomes of care in both clinical and field settings. We develop a machine learning driven cyber-physical model to provide such predictive capabilities by leveraging arterial blood pressure (ABP) waveforms, one of the routinely collected vital signs. A cohort of 51 Yorkshire pigs was subjected to induced slow rate hemorrhage followed by fluid resuscitation. To represent physics of the arterial system and emulate blood pressure dynamics, we combine a two-element Windkessel model with an Unscented Kalman Filter (UKF) to track the instantaneously estimated Windkessel parameters over time. As the arterial pressure waveform exponentially decays during diastole after each pump, we use UKF-tracked Windkessel parameter estimates to identify time windows of ABP waveforms taken from other subjects in the cohort to reconstruct the shapes of the test subject?s ABP signal and its moving average. We allow UKF covariance to temporarily increase to account for the effects of treatment such as administering norepinephrine. When evaluated under leave-one-subject-out cross-validation protocol, the model stays within 14+/-5% (mean+/-standard deviation) of mean absolute percentage error when reconstructing the current 250Hz ABP waveforms, and 19+/-6%, 24+/-6%, and 25+/-6% when forecasting at 5, 15 and 30 minute horizons, respectively. Our results demonstrate feasibility of using cyber-physical modeling of hemodynamic waveform data to predict trajectories of resuscitation and therefore timely inform treatment of hemorrhagic patients in both clinical and prolonged field care settings. *Committee:* Artur Dubrawski (advisor) Jeff Schneider Nicholas Gisolfi -- Mayra Melendez MSR student, Robotics Institute - CMU _______________________________________________ ri-people mailing list ri-people at lists.andrew.cmu.edu https://lists.andrew.cmu.edu/mailman/listinfo/ri-people -------------- next part -------------- An HTML attachment was scrubbed... URL: From predragp at andrew.cmu.edu Tue Dec 8 23:57:25 2020 From: predragp at andrew.cmu.edu (Predrag Punosevac) Date: Tue, 8 Dec 2020 23:57:25 -0500 Subject: CentOS is now dead! Message-ID: Dear Autonians, CentOS is officially dead. https://blog.centos.org/2020/12/future-is-centos-stream/#comments IBM who aquired RedHat last year have pulled the plug on CentOS in similar fashion Oracle did with OpenSolaris after SunMicrosystems aqusition. The writing was on the wall ever since Red Hat killed Scientific Linux by hiring off its developer from Fermi labs and shortly after hiring CentOS project founders. In the near term the above news will have no effect on the Auton Lab computing infrastructure as we are using Springdale Linux, the oldest free rebuilt of the RHEL by Princeton university. Long term RPM availability might become problematic as people will have no incentive to create those RPMs as free RHEL rebuilt ecosystem just shrunk 90%. With Red Hat and SUSE Linux fully proprietary whithout stable community edition, Ubuntu remains only other major relatively stable Linux distro still available for free use. I continue to monitor situation and reaction of major US national laboratories who mostly use CentOS. I wish I could tell you that this woul lead to major growth and popularity of Springdale Linux or the raise of BSD based scientific computing ecosystem but that seems very unlikely. The newly minted PhDs should embrace themselves for the era of proprietary OSs. Welcome back to 1980s,1990s and UNIX wars. Cheers, Predrag -------------- next part -------------- An HTML attachment was scrubbed... URL: From predragp at andrew.cmu.edu Wed Dec 9 10:05:44 2020 From: predragp at andrew.cmu.edu (Predrag Punosevac) Date: Wed, 9 Dec 2020 10:05:44 -0500 Subject: CentOS is now dead! In-Reply-To: References: Message-ID: Hi Robert, FYI it is not the question of if but only when will Microsoft acquire Canonical so Ubuntu might not live much longer either. The reasons why I prefer to work with rebuilds of RHEL over Debian derivatives are of technical nature, not the lack of familiarity. At the University of Arizona, we were Debian/Ubunutu shop. That was my first exposure to Linux after US research university started purging Irix first and then Solaris from their computer labs in the late 90s. For me personally moving from Solaris to Linux felt like the beginning of the decline. At this time most national labs just like I do prefer to deal with RHEL clones. Desktops are another story but all cool kids with money already use macOS even that Big Sur sucks big time :-) Springdale Linux is the oldest RHEL clone created by a dedicated team from Princeton University, Institute for Advanced Studies, and Rutgers supercomputing center. I don't see anything dramatically changing in the near future. Usually quiet Springdale Linux mailing list was buzzing with activity this morning by mostly disfranchised CentOS users. It might be short-lived but might actually strengthen our compunity. Cheers, Predrag On Wed, Dec 9, 2020, 9:34 AM Robert Edman wrote: > fwiw, a few people (myself, Gus, Anthony) in the lab have been getting > pretty good with running ubuntu in the lab environment. (I put it on my > desktop when you said I should replace the OS, and I'm more familiar with > administration of ubuntu than springdale - and in my experience, better > package support). VPN, nfs, etc... are all up and running. If that is a > direction you are forced to go in the future, we can at least give you some > pointers. > > --Rob > > On Wed, Dec 9, 2020 at 1:23 AM Predrag Punosevac > wrote: > >> Dear Autonians, >> >> CentOS is officially dead. >> >> https://blog.centos.org/2020/12/future-is-centos-stream/#comments >> >> IBM who aquired RedHat last year have pulled the plug on CentOS in >> similar fashion Oracle did with OpenSolaris after SunMicrosystems >> aqusition. The writing was on the wall ever since Red Hat killed Scientific >> Linux by hiring off its developer from Fermi labs and shortly after hiring >> CentOS project founders. >> >> In the near term the above news will have no effect on the Auton Lab >> computing infrastructure as we are using Springdale Linux, the oldest free >> rebuilt of the RHEL by Princeton university. Long term RPM availability >> might become problematic as people will have no incentive to create those >> RPMs as free RHEL rebuilt ecosystem just shrunk 90%. >> >> With Red Hat and SUSE Linux fully proprietary whithout stable community >> edition, Ubuntu remains only other major relatively stable Linux distro >> still available for free use. >> >> I continue to monitor situation and reaction of major US national >> laboratories who mostly use CentOS. >> >> I wish I could tell you that this woul lead to major growth and >> popularity of Springdale Linux or the raise of BSD based scientific >> computing ecosystem but that seems very unlikely. >> >> The newly minted PhDs should embrace themselves for the era of >> proprietary OSs. Welcome back to 1980s,1990s and UNIX wars. >> >> Cheers, >> Predrag >> > -------------- next part -------------- An HTML attachment was scrubbed... URL: From gwelter at andrew.cmu.edu Wed Dec 9 10:17:55 2020 From: gwelter at andrew.cmu.edu (Gus Welter) Date: Wed, 9 Dec 2020 10:17:55 -0500 Subject: CentOS is now dead! In-Reply-To: References: Message-ID: Don't even say that about ms acquiring ubuntu, oh God.... And \agree about big sur sucks big time. Big step backward. On Wed, Dec 9, 2020 at 10:06 AM Predrag Punosevac wrote: > Hi Robert, > > FYI it is not the question of if but only when will Microsoft acquire > Canonical so Ubuntu might not live much longer either. The reasons why I > prefer to work with rebuilds of RHEL over Debian derivatives are of > technical nature, not the lack of familiarity. At the University of > Arizona, we were Debian/Ubunutu shop. That was my first exposure to Linux > after US research university started purging Irix first and then Solaris > from their computer labs in the late 90s. For me personally moving from > Solaris to Linux felt like the beginning of the decline. At this time most > national labs just like I do prefer to deal with RHEL clones. Desktops are > another story but all cool kids with money already use macOS even that Big > Sur sucks big time :-) > > Springdale Linux is the oldest RHEL clone created by a dedicated team from > Princeton University, Institute for Advanced Studies, and Rutgers > supercomputing center. I don't see anything dramatically changing in the > near future. Usually quiet Springdale Linux mailing list was buzzing with > activity this morning by mostly disfranchised CentOS users. It might be > short-lived but might actually strengthen our compunity. > > Cheers, > Predrag > > > > On Wed, Dec 9, 2020, 9:34 AM Robert Edman wrote: > >> fwiw, a few people (myself, Gus, Anthony) in the lab have been getting >> pretty good with running ubuntu in the lab environment. (I put it on my >> desktop when you said I should replace the OS, and I'm more familiar with >> administration of ubuntu than springdale - and in my experience, better >> package support). VPN, nfs, etc... are all up and running. If that is a >> direction you are forced to go in the future, we can at least give you some >> pointers. >> >> --Rob >> >> On Wed, Dec 9, 2020 at 1:23 AM Predrag Punosevac >> wrote: >> >>> Dear Autonians, >>> >>> CentOS is officially dead. >>> >>> https://blog.centos.org/2020/12/future-is-centos-stream/#comments >>> >>> IBM who aquired RedHat last year have pulled the plug on CentOS in >>> similar fashion Oracle did with OpenSolaris after SunMicrosystems >>> aqusition. The writing was on the wall ever since Red Hat killed Scientific >>> Linux by hiring off its developer from Fermi labs and shortly after hiring >>> CentOS project founders. >>> >>> In the near term the above news will have no effect on the Auton Lab >>> computing infrastructure as we are using Springdale Linux, the oldest free >>> rebuilt of the RHEL by Princeton university. Long term RPM availability >>> might become problematic as people will have no incentive to create those >>> RPMs as free RHEL rebuilt ecosystem just shrunk 90%. >>> >>> With Red Hat and SUSE Linux fully proprietary whithout stable community >>> edition, Ubuntu remains only other major relatively stable Linux distro >>> still available for free use. >>> >>> I continue to monitor situation and reaction of major US national >>> laboratories who mostly use CentOS. >>> >>> I wish I could tell you that this woul lead to major growth and >>> popularity of Springdale Linux or the raise of BSD based scientific >>> computing ecosystem but that seems very unlikely. >>> >>> The newly minted PhDs should embrace themselves for the era of >>> proprietary OSs. Welcome back to 1980s,1990s and UNIX wars. >>> >>> Cheers, >>> Predrag >>> >> -------------- next part -------------- An HTML attachment was scrubbed... URL: From ngisolfi at cs.cmu.edu Thu Dec 10 11:28:12 2020 From: ngisolfi at cs.cmu.edu (Nick Gisolfi) Date: Thu, 10 Dec 2020 11:28:12 -0500 Subject: [Lunch] Today @noon over Zoom Message-ID: <36FF09CD-869F-40D1-BFE4-17965C454304@cs.cmu.edu> https://cmu.zoom.us/j/96391712304?pwd=WGhzSy9kWnNpc3haZjd5bmVXV291QT09 We hope to see you there! - Nick -------------- next part -------------- An HTML attachment was scrubbed... URL: From predragp at andrew.cmu.edu Fri Dec 11 23:31:10 2020 From: predragp at andrew.cmu.edu (Predrag Punosevac) Date: Fri, 11 Dec 2020 23:31:10 -0500 Subject: lov10,lov11,lov12,lov13 provisioned Message-ID: Dear Autonians, Four new CPU nodes we received in late September are finally provisioned. Each one is 88 cores and 768 GB of RAM. I am adding scratch directories right now but the nodes are should be usable. Let me know if notice anything strange. The provisioning process is semi-automatic. For the most part, I just run Ansible playbooks and intervene only to fix corner cases. Hopefully, one of these days I will fix my Ansible JSON files so that no human intervention is needed. Auton cluster is now in pretty decent shape and well organized in five server racks. Two of those are not filled to full capacity and I can provision new CPU or GPU nodes on short notice (in one day under no Covid restriction). I will try to fix LOW1 but only after I do a bit of work on file servers. I have over 600 TB of HDDs laying around and it will take me a while to populate all available driver bays and replace old HDDs. Cheers, Predrag -------------- next part -------------- An HTML attachment was scrubbed... URL: From predragp at andrew.cmu.edu Sat Dec 12 00:21:26 2020 From: predragp at andrew.cmu.edu (Predrag Punosevac) Date: Sat, 12 Dec 2020 00:21:26 -0500 Subject: lov[7-9] scratch space to be expanded Message-ID: Dear Autonians, While I was in the server room I added HDDs to lov7, lov8, lov9 machines. I would like to nuke the current miniscule /home/scratch and replace it with 2TB partition. If you have something on it please remove it by 9:00 PM Saturday 12th of December or ping me if you need more time. Cheers, Predrag -------------- next part -------------- An HTML attachment was scrubbed... URL: From awd at cs.cmu.edu Sat Dec 12 07:54:14 2020 From: awd at cs.cmu.edu (Artur Dubrawski) Date: Sat, 12 Dec 2020 07:54:14 -0500 Subject: lov10,lov11,lov12,lov13 provisioned In-Reply-To: References: Message-ID: Thanks very much Predrag. Everyone in the Lab greatly appreciates your dedication to keep the substantial hardware and software we own operational in spite of the difficulties caused by the pandemic. Cheers! Artur On Fri, Dec 11, 2020 at 11:31 PM Predrag Punosevac wrote: > Dear Autonians, > > Four new CPU nodes we received in late September are finally provisioned. > Each one is 88 cores and 768 GB of RAM. I am adding scratch directories > right now but the nodes are should be usable. Let me know if notice > anything strange. The provisioning process is semi-automatic. For the most > part, I just run Ansible playbooks and intervene only to fix corner cases. > Hopefully, one of these days I will fix my Ansible JSON files so that no > human intervention is needed. > > Auton cluster is now in pretty decent shape and well organized in five > server racks. Two of those are not filled to full capacity and I can > provision new CPU or GPU nodes on short notice (in one day under no Covid > restriction). > > I will try to fix LOW1 but only after I do a bit of work on file servers. > I have over 600 TB of HDDs laying around and it will take me a while to > populate all available driver bays and replace old HDDs. > > Cheers, > Predrag > -------------- next part -------------- An HTML attachment was scrubbed... URL: From awd at cs.cmu.edu Sat Dec 12 08:28:52 2020 From: awd at cs.cmu.edu (Artur Dubrawski) Date: Sat, 12 Dec 2020 08:28:52 -0500 Subject: Emily Kennedy - Outstanding CMU Alumna Message-ID: Dear Autonians, Please join me in congratulating our own Emily Kennedy for a very well deserved recognition! She - and other recipients of the CMU Alumni Awards - will be celebrated at an open event on Wednesday, December 16. Here is the link (you need to register, but it's free): https://cmucommunity.force.com/customquickevents?id=a3p2S000000DxYP&custom=true&cd=1 And the text of the announcement of Emily's recognition can be found below. Congrats Emily! Artur The Outstanding Recent Alumna Award is given for exemplary professional or vocational success and/or service to the university in the first decade as graduate. The 2020 honoree is: Emily Kennedy, a 2012 graduate of the Dietrich College of Humanities and Social Sciences, is fighting human trafficking with artificial intelligence technology. She founded Marinus Analytics to gather intelligence and identify victims for the FBI and National Center for Missing & Exploited Children and hosts ?The Empower Podcast? to create a dialogue on issues important to women. -------------- next part -------------- An HTML attachment was scrubbed... URL: From predragp at andrew.cmu.edu Sun Dec 13 00:36:19 2020 From: predragp at andrew.cmu.edu (Predrag Punosevac) Date: Sun, 13 Dec 2020 00:36:19 -0500 Subject: lov[7-9] scratch space to be expanded In-Reply-To: References: Message-ID: The scratch space is now added to lov[7-9]. These three machines are updated to 8.3 including /opt/minconda3 to python 3.8.5 On a related note, I did a quick update (including conda) and inspection of the CPU computing nodes still running Springdale 7.9 (RHEL 7.9). lov[1-6], Ari, Foxconn, Athena (9 in total excluding defunct low1). All of those machines have adequate scratch spaces (mostly 2 TB with additional RAID 10 TB storage available on a few of them). Non the less scratch appears to be nearly full which limits usability. I would hate to wield my root access to get things under control. Please be mindful of your fellow Lab scientists. In case you wonder EOL for Springdale 7.9 is 2024 but it would be good to upgrade at least newer machines to branch 8.xxx for a number of reasons. That would have to wait until I have unrestricted access to the server room. Springdale is here to stay and it finally got some attention due to the ill-fated CentOS. https://arstechnica.com/gadgets/2020/12/centos-linux-is-gone-but-its-refugees-have-alternatives/ In a case, you wonder a CMU guy with ten years of experience using Springdale is yours truly. Cheers, Predrag P.S. I was not touching GPU nodes at this time due to the fragility of NVidia binary blob drivers and "deep" learning ecosystem. In my experience NVidia driver will eventually get broken and then I will refresh those machines. 14 out of 23 machines run older RHEL 7.9 clone. Those should be eventually upgraded. We do have two other GPU nodes that run Ubuntu 16.04. They are generally off-limit for most lab users. I have no immediate plans to do any work on them. On Sat, Dec 12, 2020 at 12:21 AM Predrag Punosevac wrote: > Dear Autonians, > > While I was in the server room I added HDDs to lov7, lov8, lov9 machines. > I would like to nuke the current miniscule /home/scratch and replace it > with 2TB partition. If you have something on it please remove it by 9:00 PM > Saturday 12th of December or ping me if you need more time. > > Cheers, > Predrag > -------------- next part -------------- An HTML attachment was scrubbed... URL: From awd at cs.cmu.edu Thu Dec 17 17:15:47 2020 From: awd at cs.cmu.edu (Artur Dubrawski) Date: Thu, 17 Dec 2020 17:15:47 -0500 Subject: Fwd: [ML-news] [CFP REMINDER] ACM-CHIL 2021 - Conference on Health, Inference and Learning (Virtual, April 2021) In-Reply-To: References: Message-ID: fyi, in particular if you're working in applications to healthcare ---------- Forwarded message --------- From: Stephanie Hyland Date: Thu, Dec 17, 2020 at 4:20 PM Subject: [ML-news] [CFP REMINDER] ACM-CHIL 2021 - Conference on Health, Inference and Learning (Virtual, April 2021) To: Machine Learning News The ACM Conference on Health, Inference, and Learning (ACM-CHIL 2021) solicits work across a variety of disciplines, including machine learning, statistics, epidemiology, health policy, operations, and economics. ACM-CHIL 2021 invites submissions touching on topics focused on relevant problems affecting health. Authors are invited to submit 8-10 page papers (with unlimited pages for references) to each of the tracks described below. Link to CFP: https://www.chilconference.org/call-for-papers.html *Important Dates* - Abstracts due ? January 7, 2021 (11:59 pm AoE) - Submissions due ? January 11, 2021 (11:59 pm AoE) - Notification of Acceptance ? Feb 15, 2021 (11:59 pm AoE) - Camera Ready Due ? March 5, 2021 (11:59 pm AoE) - Conference Dates ? April 8-10, 2021 (to be held virtually) *=== Tracks and topics ===* - Track 1: Models and Methods - Track 2: Applications and Practice - Track 3: Impact and Society Topics for each track include but are not restricted to: *Track 1 (Models and Methods):* - (Un)supervised learning, representation learning - Natural language processing, knowledge graphs - Computer vision - Survival analysis - Deep learning architectures - Transfer learning, domain adaptation - Bayesian learning, inference - Structured learning - Robust learning - Causal inference *Track 2 (Applications and Practice):* - Examination of robustness of ML systems to real-world dataset shift, adversarial shift, or on minority subpopulations - Investigations into model performance on minority subpopulations, and the implications thereof - Scalable, safe machine learning/inference in clinical environments - New tools or comprehensive benchmarks for machine learning for healthcare - Development of scalable systems for processing data in practice (demonstrating, e.g., concern for multi-modality, runtime, robustness, etc., as guided by a clinical use case) - Bridging the deployment gap - Remote, wearable, and telehealth - Data or software packages *Track 3 (Impact and Society):* - Fairness, equity, ethics and justice - Model implementation, deployment, and adoption - Policy, public health, and societal impact of algorithms - Interpretability - System design for implementation of ML at scale - Regulatory frameworks - Tools for adoption of ML - Evaluation of bias in legal and/or health contexts - Human-algorithm interaction For more detail on the scope of each track, consult the online CFP: https://www.chilconference.org/call-for-papers.html In case you are not sure which track your submission fits under, feel free to contact the track or program committee chairs for clarification. *=== Submission Details and Guidelines ===* For full details, refer to the online CFP: https://www.chilconference.org/call-for-papers.html *Length and Formatting* Submitted papers must be 8-10 pages (including all figures and tables), plus unlimited pages for references. Additional supplementary materials (e.g., appendices) can be submitted with their main manuscript. Reviewers will not be required to read the supplementary materials. Papers that are neither in ACM format or exceeding the specified page length, may be rejected without review. *Archival Submissions* Submissions to the main conference are considered archival and will appear in the published proceedings of the conference if accepted. *Dual Submission Policy* You may not submit papers that are identical, or substantially similar to versions that are currently under review at another conference or journal, have been previously published, or have been accepted for publication. Submissions to the main conference are considered archival and will appear in the published proceedings of the conference if accepted. An exception to this rule is extensions of workshop papers that have previously appeared in non-archival venues, such as workshops, arXiv, or similar without formal proceedings. These works may be submitted as-is or in an extended form. ACM-CHIL also welcomes full paper submissions that extend previously published short papers or abstracts, so long as the previously published version does not exceed 4 pages in length. Note that the submission should not cite the workshop/report and preserve anonymity in the submitted manuscript. *Peer Review* The review process is double-blind. Please submit completely anonymized drafts. Please do not include any identifying information, and refrain from citing the authors? own prior work in anything other than third-person. Violations to this policy may result in rejection without review. Conference organizers and reviewers are required to maintain confidentiality of submitted material. Upon acceptance, the titles, authorship, and abstracts of papers will be released prior to the conference. *Open Access* ACM-CHIL is committed to open science and ensuring our proceedings are freely available. The conference will make use of the ?ACM Authorizer ?Open Access? Service? and ?ACM OpenTOC Service?, allowing unrestricted access to individual papers as well as the overall proceedings. *=== ACM-CHIL 2021 Organisers ===* Dr. Marzyeh Ghassemi, Dr. Tristan Naumann, Dr. Emma Pierson, Emily Alsentzer, Matthew McDermott, Dr. George Chen, Dr. Stephanie Hyland, Dr. Sanja ??epanovi?, Dr. Sanmi Koyejo, Dr. Joyce Ho, Dr. Brett Beaulieu-Jones, Irene Chen, Dr. Jessica Gronsbell, Dr. Tom Pollard Track 1 Chairs: Dr. Michael Hughes, Dr. Shalmali Joshi, Dr. Rajesh Ranganath, Dr. Rahul G. Krishnan Track 2 Chairs: Dr. Tom Pollard, Dr. Bobak Mortazavi, Dr. Andrew Beam, Dr. Uri Shalit Track 3 Chairs: Dr. Alistair Johnston, Dr. Rumi Chunara, Dr. George Chen -- You received this message because you are subscribed to the Google Groups "Machine Learning News" group. To unsubscribe from this group and stop receiving emails from it, send an email to ml-news+unsubscribe at googlegroups.com. 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