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Deep Learning
Machine Learning (ML)Job Title: Chief Engineer: Deep Learning Compiler Expert
You will collaborate with experts in machine learning, algorithms and software to lead our effort of deploying machine learning models onto Samsung Mobile AI platform.
In this position, you will contribute, develop and enhance our compiler infrastructure for high-performance by using open-source technology like MLIR, LLVM, TVM and IREE.
Necessary Skills / Attributes:
- 6 to 15 years of experience in the field of compiler design and graph mapping.
- 2+ years hands-on experience with MLIR and/or LLVM.
- Experience with multiple toolchains, compilers, and Instruction Set Architectures.
- Strong knowledge of resource management, scheduling, code generation, and compute graph optimization.
- Strong expertise in writing modern standards (C++17 or newer) C++ production quality code along test-driven development principles.
- Comfortable and experienced in software development life cycle - coding, debugging, optimization, testing, and continuous integration.
- Familiarity with parallelization techniques for ML acceleration.
- Experience working on and contributing to an active compiler toolchain codebase, such as LLVM, MLIR, or Glow.
- Experience in deep learning algorithms and techniques, e.g., convolutional neural networks, recurrent networks, etc.
- Experience of developing in a mainstream machine-learning framework, e.g. PyTorch, Tensorflow or Caffe.
- Experience operating in a fast-moving environment where the workloads evolve at a rapid pace.
- Understanding of the interplay of hardware and software architectures on future algorithms, programming models and applications.
- Experience developing innovative architectures to extend the state of the art in DL performance and efficiency.
- Experience with Hardware and Software Co-design.
M.S. or higher degree, in CS/CE/EE or equivalent with industry or open-source experience.
Work Profile:
- Design, implement and test compiler features and capabilities related to infrastructure and compiler passes.
- Ingest CNN graphs in Pytorch/TF/TFLite/ONNX format and map them to hardware implementations, model data-flows, create resource utilization cost-benefit analysis and estimate silicon performance.
- Develop graph compiler optimizations (operator fusion, layout optimization, etc) that are customized to each of the different ML accelerators in the system.
- Integrate open-source and vendor compiler technology into Samsung ML internal compiler infrastructure.
- Collaborate with Samsung ML acceleration platform engineers to guide the direction of inferencing and provide requirements and feature requests for hardware vendors.
- Closely follow industry and academic developments in the ML compiler domain and provide performance guidelines and standard methodologies for other ML engineers.
- Create and optimize compiler backend to leverage the full hardware potential, efficiently optimizing them using novel approaches.
- Evaluate code performance, debug, diagnose and drive resolution of compiler and cross-disciplinary system issues.
- Contribute to the development of machine-learning libraries, intermediate representations, export formats and analysis tools.
- Communicate and collaborate effectively with cross-functional hardware and software engineering teams.
- Champion engineering and operational excellence, establishing metrics and processes for regular assessment and improvement.
Keywords to source candidates
Senior Developer, Deep Learning, Prediction engine, Machine Learning, Compiler
The recruiter has not been active on this job recently. You may apply but please expect a delayed response.
Java- Experience in defining new architectures, design all layers of the solution, create architectural blueprints that can be used for final code development.
- Interface with client business/technical teams to understand complex requirements.
- Anticipate on technological evolutions(example use MySQL Lite not MS SQL, use C# not ASP, don't use JSF use Angular).
- Resolve technical issues.
- Bridge between Developers, Project Managers/Leads, and Client, ensuring smooth communication channel.
- Ensure quality of project implementation deployed.
- Provide technical guidance to projects/programs for complex components of a multiple technology suites.
- Ensuring documentation of the complete project architecture.
- Lead actions to determine root cause of problems and drive resolution.
- Participate in cross-functional work groups to assess business needs, develop a systems architecture strategy, and implementation plans.
- Leads work groups that are responsible for software development.
- Ensure that all components of the technical architecture are properly integrated and implemented by the development team.
- Coach the technical team in the development of the technical architecture and help them solve challenging technical problems
- Provide technical support and technical quality control throughout all stages of the project.
- Spearheads the development, implementation and communications of architecture roadmap strategies to ensure that systems are scalable, reliable, secure, supportable, and achieve.
- Identify existing architecture weaknesses and find opportunities for process reengineering and perform cost benefit analysis
- Time Management- Organizes own workload to achieve maximum productivity and completes work in a timely and professional manner. Handles multiple short and long term modules by proper planning while anticipating potential problems and planning for contingencies.
- Identify high-potential team members for next level positions and creating learning and development plans for them.
- Enable strong process in place and reducing dependencies on individual.
Technical Skills and Qualification
- Excellent knowledge of Web technologies, Java, Javascript, Contact center environment.
- Experience of current technologies including Open Source, J2EE (JSP, Servlet, JSP, etc.), web application development, web services (REST/SOAP/XML), Rich Internet Applications, messaging infrastructures and databases.
- Adaptability and willingness to learn new tools and applications.
- Should be comfortable for 40%-60% coding.
- Able to convert requirements into executable code
- 9 to 12 yrs experience
- Qualification: BE/B-Tech /MCA or any equivalent degree
Desirables
- Excellent written and verbal communication skill
- Ability to lead discussions with all levels of the organization and provide balanced information of an idea or communication of an issue regardless of written or verbal
- Demonstrated ability to work collaboratively across project teams.
- Having Analytical and problem-solving
- Ability to translate complex requirements into functional and Technical architecture
- Experience managing the technology aspect of multiple complex projects
- Ability to think ahead and anticipate problems, issues and solutions and Assist team members in complex task
- Willing to take ownership and being accountable.
- Openness, communicates honestly, openly, and consistently.
- Positive Attitude encourages a positive rather than negative viewpoint.
- Integrity maintains the highest standard of personal conduct in performing all duties.
- Should be a good listener.
- Dependable, can be relied upon to get the job done.
- Able to avoid mistakes that could/should be anticipated.
- Should be able sense and grab the opportunities to innovate and improvise.
- Very high competence in presentation skills.
- Negotiator: Excellent negotiation skills which comes handy in hard selling new ideas/ new technical implementations etc.
- Risk Management: Should be able to take calculated risks in trying out new technical implementation avenues
- Able to communicate the org level vision to the team effectively
The recruiter has not been active on this job recently. You may apply but please expect a delayed response.
Ruby
Ruby on Rails (ROR)
Python
NodeJS (Node.js)
JavascriptAbout the Role:
We are looking for an experienced Full Stack Developer, focused on writing well structured, efficient and
Maintainable software. You will be working on writing code, tests and documentation for the Network
Management and Head End Systems. You will be interfacing with devices in the field, collecting data from
Electricity meters and networking equipment. Your responsibility will include the data collection services,
External APIs, user interface and data analytics. You will be committed to making a high-quality, fault tolerant
System to interact with physical devices and make collected data available to 3rd party services.
Qualification & Experience:
- Bachelor’s/Master’s degree in Computer Engineering with 2+ experience writing high quality, efficient and
maintainable code.
- Proficiency with Elixir or Erlang. Alternatively experience with at least two of Ruby on Rails, NodeJS, Python,
Lisp/Clojure, Scala, Haskel or similar
- Proficiency with Typescript or Javascript using ReactJS, VueJS or similar.
- Good knowledge of SQL databases (PostgresSQL, MSSQL, Oracle or similar)
- Good knowledge of revision control system like GIT, SVN, TFS or similar
- Experience with NoSQL databases like InfluxDB, Prometheus, Elastic Stack, SOLR or similar is a plus.
- In depth knowledge of Linux would be a plus
- Exposure to schematic and layout design and understanding would be a plus.
- Experience working with the energy metering segment is a plus.
Roles & Responsibilities:
- The selected candidate will be handling software development activities in Elixir and Typescript
- Technical development activities as per client requirements and internal operational processes.
- Coordinate with multi geographical teams for technical development.
- Close coordination with Technical Support team to visit customers and understand
Requirements.
- Maintaining/writing high quality code, tests and documentation
Location: Mohali
Compensation: Commensurate with the experience
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