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muratbuffalo.blogspot.com
On distributed systems broadly defined and other curiosities. The opinions on this site are my own. I talked about the importance of reading foundational papers last week. To followup, here is my compilation of foundational papers in the distributed systems area. (I focused on the core distributed systems area, and did not cover networking, security, distributed ledgers, verification work etc. I e
On distributed systems broadly defined and other curiosities. The opinions on this site are my own. This paper surveys the design approaches used in distributed machine learning (ML) platforms and proposes future research directions. This is joint work with my students Kuo Zhang and Salem Alqahtani. We wrote this paper in Fall 2016, and I will be going to ICCCN'17 (Vancouver) to present this paper
On distributed systems broadly defined and other curiosities. The opinions on this site are my own. This is a paper by Google that is under submission to ICLR 2017. Here is the OpenReview link for the paper. The paper pdf as well as paper reviews are openly available there. What a concept! This paper was of interest to me because I wanted to learn about dynamic computation graphs. Unfortunately al
On distributed systems broadly defined and other curiosities. The opinions on this site are my own. I have been learning about machine learning and deep learning (ML/DL) for the last year. I think ML/DL is here to stay. I don't think this is a fad or bubble! Here is why: ML/DL has results. It is hard to argue against success. ML/DL has been on the rise organically since 1985 (with the backpropagat
Below is the first draft list of papers I plan to discuss in my distributed systems seminar in the Spring semester. If you have some suggestions on some good/recent papers to cover, please let me know in the comments. Datacenter Operating System Firmament: Fast, Centralized Cluster Scheduling at Scale (OSDI 16) Large-scale cluster management at Google with Borg (Eurosys 15) Apache Hadoop YARN: yet
On distributed systems broadly defined and other curiosities. The opinions on this site are my own. Recently there has been a lot of development in realtime data processing systems, including Twitter's Storm and Heron, Google's Millwheel, and LinkedIn's Samza. This paper presents Facebook's Realtime data processing system architecture and its Puma, Swift, and Stylus stream processing systems. The
On distributed systems broadly defined and other curiosities. The opinions on this site are my own. I had summarized/discussed a couple papers (Haystack, Memcache caching) about Facebook's architecture before. Facebook uses simple architecture that gets things done. Papers from Facebook are refreshingly simple, and I like reading these papers. Two more Facebook papers appeared recently, and I brie
On distributed systems broadly defined and other curiosities. The opinions on this site are my own. Here I will write about our recent work on Hybrid Logical Clocks, which provides a feasible alternative to Google's TrueTime. A brief history of time (in distributed systems) Logical Clocks (LC) was proposed in 1978 by Lamport for ordering events in an asynchronous distributed system. LC has several
My advice to you has 4 parts: Publish or perish, Work hard, Understand the philosophy of research, and Manage your time well. (A nice complement to this post is my advice to my undergraduate students.) Be goal-oriented Always know the criteria needed for the next step, and focus on addressing these criteria. Your next step after PhD is, ideally, to get a faculty job. And this requires you to have
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