MTS - Data scientist (2+)
micron | 125 days ago | Hyderabad

As a Staff Engineer/ Data Scientist at Micron, you will  

  • Develop AI and Data Science based solutions to build state-of-the-art solutions for silicon design verification and firmware validation.
  • Identify patterns, anomalies, and inefficiencies in silicon design verification processes and develop solutions to address these gaps.
  • Automate data pipelines and develop tools to support regression analysis, bug triaging, and root cause analysis.
  • Partner with cross-functional teams to integrate data-driven solutions into EDA tools and verification frameworks.
  • Drive technical innovation and culture within the team by participating in generating IP and inspiring team to innovate.
  • Participate in end-to-end project scoping and stakeholder discussions to determine technical merit of the idea, vale proposition and resource requirements.
  • Interact with subject matter experts to define scope, identify risks, deploy scalable solutions & lead multiple projects execution
  • Continuously learn as well as mentor team on recent progress on semiconductor and AI/ML domain.

 

Key requirements:

  • Education: Master’s or PhD in Computer Science, Electrical Engineering, or a related field.
  • Experience: 8+ years in data science and machine learning with at least 2 years in semiconductor verification environment

 

  • Technical Skills
    • In-depth understanding of Statistics, classical ML and deep learning, and the mathematics and formulation behind these algorithms.
    • Well versed with text processing, various methodologies in data embedding, NLP techniques and recent advancements in GenAI and LLMs.
    • Hands-on experience with optimization and reinforcement learning based algorithms.
    • Solid understanding of data engineering pipeline for deployment and MLOps.
    • Proficiency in programming languages such as Python, R, and SQL. Experience with machine learning frameworks (e.g., TensorFlow, PyTorch) and data visualization tools (e.g., Tableau, Power BI).
    • Strong understanding of digital design and verification concepts (e.g., RTL, UVM, coverage metrics, simulation).
    • Experience with EDA tools (e.g., Synopsys VCS, Cadence Xcelium, Mentor Questa) and verification flows is a great plus.
  • Preferred Qualifications:
    • Knowledge of hardware description languages (Verilog/SystemVerilog).
    • Experience with CI/CD pipelines and MLOps practices.
    • Patents or publications in relevant fields.
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