Machine Learning SW Developer for Design Verification- 99604

Company: Advanced Micro Devices
Location: Austin, Texas, United States
Type: Full-time
Posted: 13.AUG.2021

Summary

What you do at AMD changes everything At AMD, we push the boundaries of what is possible. We believe in changing the world for the better by...

Description

What you do at AMD changes everything At AMD, we push the boundaries of what is possible. We believe in changing the world for the better by driving innovation in high-performance computing, graphics, and visualization technologies - building blocks for gaming, immersive platforms, and the data center. Developing great technology takes more than talent: it takes amazing people who understand collaboration, respect, and who will go the "extra mile" to achieve unthinkable results. It takes people who have the passion and desire to disrupt the status quo, push boundaries, deliver innovation, and change the world. If you have this type of passion, we invite you to take a look at the opportunities available to come join our team. Machine Learning Sr Developer for Design Verification- 99604 THE ROLE: This is a senior technical position. Be part of the world's leading Design Verification Methodology team developing applications for functional and behavior verification of state-of-the-art graphics accelerators, servers and Systems on Chips (SoCs). This role will involve developing ML/AI/data-mining based solutions to improve HW development processes. You will be analyzing methodology flows and data, creating models, designing, and developing software tools to optimize hardware design verification and validation. You will coordinate with Hardware Architects, Logic Designers, experts, and technical leaders from various validation teams, to tackle functional issues, and with Customer Support Engineers to help resolve testing deficiencies. THE PERSON: A successful candidate is expected to excel in analytical thinking, problem solving, organizing data, gathering requirements, planning, architecting and executing software solutions. S/he needs to be a self-starter who collaborates well with team members and AMD-internal customers alike to successfully drive tasks to completion. Excellent data interpretation skills and ability to visualize and construct solutions that escape the untrained eye are a great plus. KEY RESPONSIBILITIES: Collaborate with hardware verification teams: understand their process, data and problems. Data could be runtime data, coverage, other data obtained from various dashboards Identify innovative approaches based on ML/AI and SW development practices to explore and adopt new or evolving design verification methodologies used in the industry to verify complex ASIC design projects Gather requirements, Architect, Develop, Maintain, Support software applications, tools, scripts as needed through its life cycle Provide scalable, innovative solutions to a large variety of customers IDEAL CANDIDATE WILL HAVE: Verification experience is key (HW verification, design verification, HW debug ). Any exposure to Machine Learning/Deep Learning is key as well. Hands-on deep SW Engineering and SW Architecting experience Exposure to Data Mining, Machine Learning and / or Artificial Intelligence courses and projects Solid Experience in developing multi-threaded and distributed software Deep, solid knowledge/experience with programming in Python and C/C++, OO principles Very strong Software Engineering Skillset and prolonged hands-on experience with architecting SW Practical skills in scripting, matrix operations, csv files parsing and data frames, software development process such as Agile Familiarity with Machine-Learning frameworks (Scikit Learn, Keras, TensorFlow), is important Experience with tools and methods for data preparation, classification, regression, clustering, association rules mining and visualization is a plus Knowledge of Functional hardware Verification, such as testbench, simulation, coverage, is important Experience in virtualization and cloud technologies is a plus ACADEMIC CREDENTIALS: Bachelors, Masters or PhD in Electrical Engineering, Computer Engineering or Computer Science #LI-LS1 Requisition Number: 99604 Country: United States State: Texas City: Austin Job Function: Design AMD does not accept unsolicited resumes from headhunters, recruitment agencies or fee based recruitment services. AMD and its subsidiaries are equal opportunity employers. We consider candidates regardless of age, ancestry, color, marital status, medical condition, mental or physical disability, national origin, race, religion, political and/or third party affiliation, sex, pregnancy, sexual orientation, gender identity, military or veteran status. Please click here for more information.

 
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