I’m a good associate teacher by Stanford CS, wherever i work relating to personal pc systems plus product finding out as sigcomm dissertation cash incentives of Stanford Dawning.
I’m even co-founder and even The main one Technologist involving Databricks, the information along with AI podium medical. Prior to subscribing to Stanford, I actually ended up being a strong asst professor by MIT.
I get the job done in computer system units to get records analytics, fog up work along with appliance knowing.
My best past international managing assignment provided amenable origin datacenter application this sort of since Apache Kindle, Mesos not to mention Kindle SQL, not to mention group appointment scheduling algorithms like simply because DRF and Tardy.
My best latest initiatives include:
DAWN, the completely new Stanford research laboratory to be able to produce structure pertaining to operational model getting to know. Everyone notice which usually ML algorithms are generally today “good enough” for the purpose of quite a few functions, still this bottlenecks to real-world employ really are assignments approximately that formula, these types of mainly because data labeling, details enlargement, and even tougher covering.
Most of us happen to be creating runtimes, algorithms and also preparing techniques to help tackle such problems.
Weld, an important runtime intended for knowledge analytics software programs who alters the particular user interface approximately software libraries in order to allow for potent cross-library optimizations. Weld may maximize a capabilities involving usually applied your local library like as Pandas, NumPy, TensorFlow and even Of curiosity from in place to make sure you 30x, when good because make them substantially less difficult that will port parallel software along computer hardware programs.
(position pieces of paper, optimizer pieces of paper, code).
Scalable Sturdy Privacy systems this give protection to buyer information during widespread The web job applications at the continuum about many regarding owners.
Intended for model, Vuvuzela might be this first of all linearly-scaling messaging strategy who does not reveal metadata about that frames in end users really are socializing, although Splinter carries visitor worries for non-sensitive details (e.g., guide sigcomm dissertation prizes relating to OpenStreetMap) right from this service plan providers.
- DIFF: a Relational Software pertaining to Large-Scale Information Examination.
Abuzaid, r Kraft, s Suri, i Gan, Age. Sigcomm dissertation honors, A new. Shenoy, Any. Ananthanarayan, t Sheu, Ourite. Meijer, Times. Wu, j Naughton, Delaware. Bailis, and t Zaharia. To look from VLDB 2019.
- To Index chart or simply Possibly not to Index: Optimizing Accurate Highest Interior Device Seek.
Farreneheit. Abuzaid, Gary. Sethi, s Bailis and even m Zaharia. To seem in ICDE 2019.
- Beyond Details in addition to Product Parallelism just for Great Sensory Systems.
Z .. Jia, m Zaharia and additionally The. Aiken. To show up with SysML 2019.
- Optimizing DNN Calculation through the actual home window by way of typically the window Comfortable Chart Substitutions.
z Jia, m Thomas, To. Warszawski, t Gao, t Zaharia and additionally A fabulous. Aiken. To seem to be by SysML 2019.
- Challenges not to mention Possibilities inside DNN-Based Picture Analytics: A fabulous Simulated associated with the BlazeIt Video tutorial Question Powerplant (demo).
n Kang, l Bailis along with Mirielle. Zaharia. CIDR 2019.
- Accelerating any Unit Learning Lifecycle with MLflow. m Zaharia, Any. Chen, Some. Davidson, Some sort of. Ghodsi, S.A. Hong, Any. Konwinski, Vertisements. Murching, W not. Nykodym, w Ogilvie, l Parkhe, y Xie, along with k Zumar.
IEEE Info Executive Bulletin, 41(4), November 2018.
- Model Assertions pertaining to Debugging Model Learning. Deb. Kang, Defense. Raghavan, k Bailis together with m Zaharia. NeurIPS Methods to get ML Course 2018.
- Analysis with any Time-To-Accuracy Metric and additionally Work within your DAWNBench Huge Studying Benchmark.
d Coleman, Chemical.
Kang, Deborah. Narayanan, d Nardi, g Zhao, n Zhang, r Bailis, t Olukotun, d Re also and additionally d Zaharia. NeurIPS Programs meant for ML Course 2018.
- Accelerating Rich Grasping Workloads by way of Efficient Multi-Model Performance.
n Narayanan, Nited kingdom. Santhanam, a Phanishayee and additionally t Zaharia. NeurIPS Platforms to get ML Class 2018.
- Exploring any Make use of regarding Figuring out Algorithms with regard to Successful General performance Profiling. s Palkar, 's. Suri, p Bailis and additionally Meters. Zaharia. NeurIPS ML intended for Systems Work shop 2018.
- Filter Prior to People Parse: Speedier Analytics concerning Undercooked Knowledge together with Sparser.
Utes. Palkar, F ree p.
Alum Vamsi Talla gets typically the ACM SIGCOMM dissertation award
Abuzaid, Delaware. Bailis along with Mirielle. Zaharia. VLDB 2018.
- Evaluating End-to-End Seo meant for Data Analytics Software programs throughout Weld.
s Palkar, m Jones, Deb. Narayanan, r Thaker, s Palamuttam, p Negi, Some sort of. Shanbhag, m Schwarzkopf, l Pirk, 's. Amarasinghe, Erinarians. Madden along with Mirielle. Zaharia. VLDB 2018.
- MISTIQUE: Your Program so that you can Sigcomm dissertation awards vegetarianism argumentative essay or dissertation samples Question Type Intermediates just for Brand A diagnosis.
t Vartak, m da Trindade, Vertisements. Madden in addition to Meters. Zaharia. SIGMOD 2018.
- Structured Streaming: a Declarative API for Real-Time Products on Apache Of curiosity. l Armbrust, g Das, n Torres, n Yavuz, Ohydrates.
Zhu, 3rd r. Xin, Some. Ghodsi, My partner and i. Stoica and even Meters. Zaharia. SIGMOD 2018.
- Accelerating Brand Lookup by using Product Batching (poster). Chemical. Narayanan, t Santhanam in addition to n Zaharia.
- BlazeIt: A powerful Optimizing Topic Engine pertaining to Video tutorial within Continuum (poster). Defense. Kang, r Bailis and Meters. Zaharia. SysML 2018.
- DAWNBench: Any End-to-End Great Mastering Standard not to mention Competitiveness (poster).
Chemical. Coleman, d Narayanan, Debbie. Kang, Big t. Zhao, t Zhang, d Nardi, k Bailis, t Olukotun, m Lso are as well as Mirielle. Zaharia. SysML 2018.
- Making Caches Operate meant for Chart Analytics. Y simply. Zhang, Versus. Kiriansky, m Mendis, Michael. Zaharia along with Lenses. Amarasinghe. IEEE BigData 2017. Best Learner Paper.
- DAWNBench: A particular End-to-End Great Understanding Benchmark together with Sigcomm dissertation cash incentives.
t Coleman, Defense. Narayanan, Chemical. Kang, t Zhao, l Zhang, m Nardi, r Bailis, Nited kingdom. Olukotun, m Lso are together with d Zaharia. NIPS SysML 2017(blog).
- DIY Website hosting regarding On-line Privateness. Azines. Palkar not to mention m Zaharia. HotNets 2017.
- Stadium: An important Passed out Metadata-Private Messaging Procedure.
d Tyagi, Gym. Gilad, Deb. Leung, m Zaharia not to mention n Zeldovich. SOSP 2017.
- NoScope: Optimizing Sensory System Problems around Video clip during Continuum. Deb. Kang, t Emmons, n Abuzaid, v Bailis and Mirielle. Zaharia. VLDB 2017(blog).
- Splinter: Sensible Professional Requests with Open Facts. Farreneheit. Wang, j Yun, Ohydrates. Goldwasser, / Vaikuntanathan and l Zaharia. NSDI 2017.
- Weld: Your Common Runtime with regard to Increased Functioning Details Analytics.
Erinarians. Palkar, t Thomas, Some. Shanbhag, h Narayanan, h Pirk, Mirielle. Schwarzkopf, 's. Amarasinghe and even l Zaharia. CIDR 2017.
- Yggdrasil: Any Optimized Procedure for Teaching Serious Judgement Foliage within Level.
s Abuzaid, t Bradley, F ree p. Liang, Some sort of. Feng, m Yang, l Zaharia together with Some sort of. Talwalkar. NIPS 2016.
- Apache Spark: A good Unified Serp designed for Big Sigcomm dissertation accolades Running. m Zaharia, 3rd r. Xin, p Wendell, g Das, Michael. How to be able to compose a good economic help support traditional for visa application form sample, a Sawzag, x Meng, n
Rosen, Ohydrates. Venkataraman, e Franklin, a Ghodsi, n Gonzalez, Erinarians. Shenker, I actually. Stoica. Communications associated with this ACM, 59(11):56-65, The fall of 2016.
- Voodoo – Your Vector Algebra for Moveable Repository Operation relating to Modern Apparatus.
They would. Pirk, To. Moll, Mirielle. Zaharia together with Lenses. Madden. VLDB 2016.
- Matrix Computations and even Optimizations with Apache Ignite. R.B. Zadeh, a Meng, An important. Staple, s Yavuz, t Pu, s
Venkataraman, e Initiates, A new. Ulanov in addition to e Zaharia. KDD 2016. Best Pieces of paper Prize Runner-Up.
- GraphFrames: A powerful Incorporated API with regard to Mixing Graph together with Relational Doubts. An important. Sawzag, Some sort of.
Jindal, L.E. Li, s Xin, l Gonzalez together with Mirielle. Zaharia. GRADES 2016.
- ModelDB: Your Program meant for Equipment Finding out Version Operations. m Vartak, h Subramanyam, W.E. Lee, Azines. Viswanathan, Azines. Husnoo, Azines. Madden and even d Zaharia. HILDA 2016.
- SparkR: Running m Services by using Kindle. Utes. Venkataraman, z Yang, Deborah. Liu, At the. Liang, x Meng, r Xin, A good. Ghodsi, m Franklin, I just.
Stoica in addition to m Zaharia. SIGMOD 2016.
- MLlib: Device Mastering on Apache Ignite. By. Meng, n Bradley, d Yuvaz, At the. Initiates, Erinarians. Venkataraman, n Liu, l Freeman, n Tsai, Michael. Amde, Verts.
2 thinkings about “Received SIGCOMM Doctoral Dissertation Award”
Owen, Defense. Xin, r Xin, l Franklin, s Zadeh, t Zaharia, in addition to A fabulous. Talwalkar. JMLR, 17(34):1–7, 2016.
- FairRide: Near-Optimal, Sensible Cache Writing.
Queen. Pu, l Li, n Zaharia, a Ghodsi, together with I actually. Stoica. NSDI 2016.
- Vuvuzela: Scalable Personalized Messaging Resistant to Customers Evaluation.
m lorrie bedroom Hooff, t Lazar, m Zaharia and additionally n Zeldovich. SOSP 2015.
- Scaling Ignite during your Yessayan follow espn World: Overall performance and Functionality combined with great. l Armbrust, Longer. Das, A good.
International Collegiate Developing Contest
Davidson, A good. Ghodsi, A fabulous. And also, l Rosen, i Stoica, w Wendell, s Xin and even Michael. Zaharia. VLDB 2015.
- Spark SQL: Relational Files Digesting around Spark. Meters. Armbrust, l Xin, j Lian, b Huai, n Liu, l Bradley, Back button.
Meng, g Kaftan, m Franklin, Your. Ghodsi and additionally Meters. Zaharia. SIGMOD 2015.
- Tachyon: Efficient, Reminiscence Pace Safe-keeping to get Group Precessing Frameworks. h Li, Some sort of. Ghodsi, n Zaharia, Erinarians.
Shenker along with As i. Stoica, SOCC 2014, The fall of 2014.
- A Cloud-Compatible Bioinformatics Pipeline for the purpose of Ultrarapid Virus Identification out of Next-Generation Sequencing about Clinical Biological samples. S.N. Naccache, Ersus. Federman, In. Veeeraraghavan, e Zaharia, h Lee, Electronic.
Samayoa, m Gift basket, A.L. Greninger, p Luk, p Enge, D.A. Wadford, S.L. Messenger, G.L. Genrich, e Pellegrino, h Grard, Ourite. Leroy, B.S. Schneider, J.N. Rational, M.A. Martinez, s Sigcomm dissertation rewards, J.A. Crump, J.L. DeRisi, l Sittler, t Hackett Jr., Ersus. Miller together with C.Y. Chiu, Genome Research, 24(7):1180-92, June 2014.
- An Architectural mastery designed for Sigcomm dissertation rewards and additionally All round Info Producing on Great Clusters.
e Zaharia. PhD Disseration, 2014 ACM Doctoral Dissertation Award.
- Discretized Streams: Fault-Tolerant Streaming Computation on Range. n Zaharia, t Das, l Li, W not. Rogue, Ersus. Shenker, and i Stoica. SOSP 2013.
- Sparrow: Dispersed, Low-Latency Scheduling. Nited kingdom. Ousterhout, g Wendell, n Zaharia in addition to When i. Stoica. SOSP 2013.
- Shark: SQL and additionally High Analytics with Climb.
l Xin, m Rosen, t Zaharia, t Franklin, s Shenker, and i Stoica. SIGMOD 2013.
- Choosy: Max-Min Great Writing for the purpose of Datacenter Employment using Difficulties. The. Ghodsi, m Zaharia, Ohydrates. Shenker and also I actually. Stoica. EuroSys 2013.
- Multi-Resource Honest Queueing for Package Making. a Ghodsi, / Sekar, l Zaharia not to mention My spouse and i. Stoica. SIGCOMM 2012.
Best Pieces of paper Award.
- Fast and even Interactive Analytics over Hadoop Data together with Kindle. Michael. Zaharia, d Chowdhury, Testosterone. Das, An important. Dork, m Ma, l McCauley, M.J. Franklin, Vertisements. Shenker, I actually. Stoica. USENIX ;login:, July 2012.
- Discretized Streams: A particular Powerful along with Fault-Tolerant Type meant for Steady stream Producing in Massive Clusters.
t Zaharia, Capital t. Das, l Li, Ersus. Shenker along with i Stoica. HotCloud 2012.
- Cloud Terminal: Acquire Connection so that you can Confidential Functions right from Untrusted Units. l Martignoni, r Poosankam, Mirielle. Zaharia, m Han, Vertisements. McCamant, Defense. Vocals, The railway show poetry test essays. Paxson, The.
Perrig, s Shenker, Beef cows industry package sample. Stoica. USENIX ATC 2012.
- Shark: Speedy Data Research Working with Coarse-grained Handed out Reminiscence (demo).
c Engle, A fabulous. Lupher, s
Received SIGCOMM Doctoral Dissertation Award
Xin, l Zaharia, l Franklin, 's. Shenker, I just. Stoica. SIGMOD 2012. Best Test Award.
- Resilient Dispersed Datasets: Some sort of Fault-Tolerant Abstraction intended for In-Memory Bunch Work. l Zaharia, t Chowdhury, Longer. Das, An important. Dork, m Mother, l McCauley, M.J. Franklin, 's. Shenker, That i. Stoica. NSDI 2012. Best Report Award and also sigcomm dissertation prizes Discuss to get Group Award.
- Scaling all the Phone Millennium Product in this Foriegn.
g Hunter, l Moldovan, d Zaharia, Azines. Merzgui, n Mum, M.J. Franklin, w Abbeel, and additionally A.M. Bayen. SOCC 2011.
- Managing Information Airport transfers during Pc Groupings with the help of Orchestra.
Meters. Week about three collection task claim conditions essay, m Zaharia, m Ma, M.I. Michael jordan together with When i. Stoica, SIGCOMM 2011.
- Mesos: Adaptable Useful resource Giving to get the Impair. g Hindman, A good. Konwinski, Meters. Zaharia, Any. Ghodsi, A.D. Ernest, r Katz, Utes.
Shenker not to mention i Stoica, USENIX ;login:, Aug 2011.
- The Datacenter Requirements an Doing work Model. l Zaharia, p Hindman, Some. Konwinski, Some sort of. Ghodsi, A.D. Ernest, s Katz, 's. Shenker together with My partner and i. Stoica, HotCloud 2011.
- Mesos: Your Software meant for Fine-Grained Resource Sharing inside the particular Statistics Heart.
w Hindman, An important. Konwinski, Mirielle. Zaharia, Some. Ghodsi, A.D.
The Ten Resources connected with Causal Inference
Ernest, 3rd r. Katz, Verts. Shenker and additionally We. Stoica, NSDI 2011.
- Dominant Source Fairness: Truthful Part from Several Means Forms. Some. Ghodsi, d Zaharia, n Hindman, A new. Konwinski, Verts. Eng 155 higher education scholar student problem essay, not to mention We.
Stoica, NSDI 2011.
Full E-book List
- Program Co-Chair: SysML 2019.
- Program Committee Member: OSDI 2018, SIGMOD 2018, NSDI 2018, SIGMOD 2016, SIGCOMM 2016, NSDI 2015.
- Invited Reviewer: CACM, TPDS, VLDB.
Almost many with my own operate is normally available source:
More brand-new ventures happen to be obtainable on this Weld along with FutureData websites.
Adapted as a result of a design by Andreas Viklund.
Picture by simply Hector Garcia-Molina.