Machine Learning Engineer, Design Verification, Silicon
4 Months ago • 5 Years +
Research Development
Job Description
This Machine Learning Engineer role at Google focuses on design verification for silicon chips. Responsibilities include researching, designing, and implementing ML/AI algorithms for various verification tasks such as test case generation, coverage analysis, bug prediction, and performance optimization. The engineer will develop and maintain tools for data processing, model training, and evaluation, analyzing large datasets to identify patterns. Building and training ML models for anomaly detection and prediction, evaluating model performance, and participating in verification planning are also key responsibilities. The ideal candidate possesses strong experience with ML/AI frameworks, hardware description languages (Verilog, SystemVerilog, VHDL), and verification methodologies (UVM, OVM). Experience with simulation tools (Synopsys VCS, Cadence Xcelium, Mentor Questa) and proficiency in Python or C++ are essential.
Good To Have:
- Formal verification with ML
- Coverage closure with ML
- Verification methodologies (UVM, OVM)
- Hardware architecture & microarchitecture
- Simulation tools (Synopsys VCS, Cadence Xcelium)
Must Have:
- 5+ years ML/AI experience (TensorFlow, PyTorch)
- Hardware description languages (Verilog, VHDL)
- ML/AI application in hardware design
- Data preprocessing & feature engineering
- Python or C++ programming skills
Minimum qualifications:
- Bachelor's degree in Computer Engineering, Electrical Engineering, Computer Science, or related field, or equivalent practical experience.
- 5 years of experience with ML/AI frameworks and libraries (e.g., TensorFlow, PyTorch, scikit-learn).
- Experience with hardware description languages (e.g., Verilog, SystemVerilog, VHDL).
- Experience with applying ML/AI techniques.
Preferred qualifications:
- Experience with ML/AI applications in hardware design, verification and Low Power (e.g., formal verification with ML, coverage closure with ML).
- Experience with verification methodologies (UVM, OVM).
- Experience in data preprocessing and feature engineering, hardware architecture and microarchitecture.
- Experience with simulation tools (e.g., Synopsys VCS, Cadence Xcelium, Mentor Questa).
- Excellent programming skills in Python or C++.
About the job
Be part of a team that pushes boundaries, developing custom silicon solutions that power the future of Google's direct-to-consumer products. You'll contribute to the innovation behind products loved by millions worldwide. Your expertise will shape the next generation of hardware experiences, delivering unparalleled performance, efficiency, and integration.
Google's mission is to organize the world's information and make it universally accessible and useful. Our team combines the best of Google AI, Software, and Hardware to create radically helpful experiences. We research, design, and develop new technologies and hardware to make computing faster, seamless, and more powerful. We aim to make people's lives better through technology.
Responsibilities
- Research, design, and implement ML/AI algorithms techniques for various verification tasks, including test case generation, coverage analysis, bug prediction, and performance optimization. Develop and maintain tools and scripts for data collection, preprocessing, model training, and evaluation.
- Analyze large datasets of simulation results, logs, and other verification data to identify patterns and trends.
- Build and train ML models for various verification applications, such as anomaly detection, pattern recognition, and prediction.
- Evaluate model performance and iterate to improve accuracy and efficiency.
- Participate in verification planning and develop test plans that incorporate ML/AI-driven techniques. Execute verification tests and analyze results to identify bugs and coverage gaps. Develop and maintain verification tools and scripts to automate verification tasks.
Set alerts for more jobs like Machine Learning Engineer, Design Verification, Silicon
Set alerts for new jobs by Google
Set alerts for new Research Development jobs in India
Set alerts for new jobs in India
Set alerts for Research Development (Remote) jobs
