PhD Studentship in Machine-Learning Guided Compilation

University of Cambridge

Job title:

PhD Studentship in Machine-Studying Guided Compilation

Firm

College of Cambridge

Job description

Job Info Organisation/FirmCollege of Cambridge Analysis AreaLaptop science » Laptop structure Researcher ProfileFirst Stage Researcher (R1) NationUnited Kingdom Utility Deadline16 Could 2024 – 00:00 (UTC) Kind of ContractTo be outlined Job StandingNegotiable Is the job funded by way of the EU Analysis Framework Programme?Not funded by an EU programme Is the Job associated to employees place inside a Analysis Infrastructure?NoSupply DescriptionThe ChallengePurposes are invited for a PhD pupil to work on machine-learning guided and verifiably appropriate code technology.Creating optimised libraries is a tough and time-consuming process, requiring vital guide engineering effort. This course of should be repeated for every new processor to make the most of extra options, particularly when it implements the newest structure with new directions or vital new architectural extensions, like Arm’s SVE and SME. Nonetheless, advances in machine studying level in direction of a low-cost answer to this process by automating code technology by way of a sequence of provably appropriate steps. A machine-learning mannequin will information the seek for optimised code sequences, studying the perfect directions to make use of for given intermediate code fragments and assuaging guide engineering effort.The profitable candidate will develop new code-generation methods utilizing machine-learning fashions and verification instruments, appropriate for deployment by library writers throughout the compilation toolchain, working intently with venture associate, Arm.Analysis GroupOur group consists of PostDocs and PhD college students investigating efficiency, reliability and safety in future many-core programs. We develop options inside compilers, pc architectures and all related instruments, with a robust deal with parallelism. The place is throughout the Laptop Structure Analysis Group on the , a vibrant and internationally main setting. Collaboration with researchers at different universities and trade around the globe is inspired and there are robust hyperlinks throughout the group with native, nationwide and worldwide corporations.CandidatesWe search candidates with a robust background in Laptop Science (1st class honours diploma or equal, though a Grasp’s is especially fascinating) with a selected curiosity in compilers or binary modification instruments and machine studying. Expertise of writing code for a instrument corresponding to LLVM or DynamoRIO could be useful, as would familiarity with working in groups with strong engineering practices (model management, steady integration, automated testing)..Non-UK candidates might apply however will probably be anticipated to rearrange the stability between the house price and abroad price charges themselves. Word that this studentship doesn’t embrace the immigration well being surcharge or visa prices. See additional alternativesFull particulars of the College’s entrance necessities and scholarships are specifiedUtility Course ofPlease make your utility by way of the College Utility Portal:College students wishing to pursue a PhD on the College of Cambridge are required to submit a brief analysis proposal outlining the work they intend to hold out in the course of the PhD. Candidates ought to get in contact with to debate this earlier than making use of, outlining their concepts for preliminary analysis instructions.Extra InfoThe funds can be found for a begin date in October 2024 however there’s some flexibility to allow a begin at different factors within the tutorial 12 months. Additional particulars could also be obtained from Prof. Timothy Jones.Your on-line utility might want to embrace two tutorial references, a tutorial transcript, a CV and a developed analysis proposal of not more than 3,000 phrases in one of many basic areas of analysis outlined above. Please point out the related Professor as a possible supervisor.Additionally present a protecting letter outlining your related previous expertise, drawing specific consideration to related software program expertise and linking to a number of examples of code written (e.g. a GitHub deal with). If there have been particular areas, you wish to analysis, please point out these within the letter.Please quote reference NR40808 in your utility and in any correspondence about this emptiness.The College actively helps equality, variety and inclusion and encourages purposes from all sections of society.The College has a duty to make sure that all staff are eligible to stay and work within the UK.NecessitiesExtra InfoWeb site for added job particularsWork Location(s)Variety of presents obtainable 1 Firm/Institute College of Cambridge Nation United Kingdom Metropolis Cambridge GeofieldThe place to use Web siteContact MetropolisCambridge Web siteSTATUS: EXPIRED

Anticipated wage

Location

Cambridge

Job date

Wed, 20 Mar 2024 23:26:39 GMT

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