Algorithm Engineer - Deep Learning

KLA-Tencor
Milpitas, United States of America
1 month ago

Role details

Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Working hours
Regular working hours
Languages
English
Experience level
Intermediate
Compensation
$ 232K

Job location

Milpitas, United States of America

Tech stack

Java
A/B testing
Computer Vision
C++
Python
Language Modeling
Natural Language Processing
Object Detection
Open Source Technology
TensorFlow
Rust
PyTorch
Large Language Models
Deep Learning
Generative AI
Information Technology
Go
Programming Languages

Job description

The ideal candidate can work independently across the full deep learning project lifecycle, including conceptualizing, exploring, designing, implementing, and deploying. Responsibilities for this position include, but are not limited to:

  • Understand state-of-the-art (SOTA) deep learning and GenAI models.
  • Connect SOTA DL modeling approaches to domain problem statements.
  • Analyze modeling requirements based on product feature requirements.
  • Design deep learning and GenAI models to meet modeling requirements.
  • Implement modeling prototypes and perform analysis.
  • Perform model training and/or tuning on domain datasets.
  • Evaluate and validate model performance against defined metrics.
  • Analyze model performance bottlenecks.
  • Design new DL modules or components to improve performance.
  • Optimize DL or GenAI model throughput and cost.
  • Perform A/B testing between models on real data.
  • Work and communicate collaboratively with peers.
  • Present ideas, concepts, and results in professional technical settings.

Requirements

We are looking for a full-time Deep Learning Algorithm Engineer who is passionate about pioneering Deep Learning (DL), foundation models, and GenAI for image processing and computer vision applications in the semiconductor process control business.

Qualified candidates are expected to have a strong background and in-depth experience in deep learning, especially in object detection, segmentation, vision foundation models, and multimodal models. Candidates should also have a deep understanding of relevant theory and hands-on experience grounding DL/GenAI models in a real application domain., * Ph.D. in Electrical Engineering, Computer Science, or related quantitative fields.

  • Academic or industrial experience applying deep learning or GenAI to real-world problem(s), with impactful results.
  • In-depth experience applying deep learning, Vision Foundation Models (VFM), or Vision Language Models (VLM) in at least one of the following areas: computer vision, image processing, robotics, NLP, or equivalent.
  • Experience with GenAI coding tools, vibe coding, or vibe engineering.
  • Proficiency in Python and one additional programming language from: C++, Java, Rust, Go.
  • Proficiency in at least one deep learning framework (e.g., PyTorch, TensorFlow, JAX, or equivalent).
  • Demonstrated deep learning expertise via technical publications in top conferences (e.g., NeurIPS, CVPR, ICML, ICLR, KDD, SIGGRAPH, etc.) and/or industrial patents and/or impactful open-source projects is required.
  • Travel required: up to 10%.
  • Experience with DL model optimization for reduced precision (e.g., FP8, FP4) is a plus.
  • Experience with VFM pretraining or post-training is a plus.
  • Experience in semiconductor process control is a plus., * Doctorate (academic) degree with 0 years of related work experience; or Master's degree with 3 years of related work experience.
  • Academic or industrial experience applying deep learning or GenAI to real-world problem(s), with impactful results.
  • Demonstrated deep learning expertise via technical publications in top conferences (e.g., NeurIPS, CVPR, ICML, ICLR, KDD, SIGGRAPH, etc.) and/or industrial patents and/or impactful open-source projects is required.
  • Travel required: up to 10%.

Benefits & conditions

Base Pay Range: $136,300.00 - $231,700.00 Annually

Primary Location: USA-CA-Milpitas-KLA

KLA's total rewards package for employees may also include participation in performance incentive programs and eligibility for additional benefits including but not limited to: medical, dental, vision, life, and other voluntary benefits, 401(K) including company matching, employee stock purchase program (ESPP), student debt assistance, tuition reimbursement program, development and career growth opportunities and programs, financial planning benefits, wellness benefits including an employee assistance program (EAP), paid time off and paid company holidays, and family care and bonding leave.

Interns are eligible for some of the benefits listed. Our pay ranges are determined by role, level, and location. The range displayed reflects the pay for this position in the primary location identified in this posting. Actual pay depends on several factors, including state minimum pay wage rates, location, job-related skills, experience, and relevant education level or training. We are committed to complying with all applicable federal and state minimum wage requirements where applicable. If applicable, your recruiter can share more about the specific pay range for your preferred location during the hiring process.

About the company

KLA is a global leader in diversified electronics for the semiconductor manufacturing ecosystem. Virtually every electronic device in the world is produced using our technologies. No laptop, smartphone, wearable device, voice-controlled gadget, flexible screen, VR device or smart car would have made it into your hands without us. KLA invents systems and solutions for the manufacturing of wafers and reticles, integrated circuits, packaging, printed circuit boards and flat panel displays. The innovative ideas and devices that are advancing humanity all begin with inspiration, research and development. KLA focuses more than average on innovation and we invest 15% of sales back into R&D. Our expert teams of physicists, engineers, data scientists and problem-solvers work together with the world's leading technology providers to accelerate the delivery of tomorrow's electronic devices. Life here is exciting and our teams thrive on tackling really hard problems. There is never a dull moment with us. Group/Division With over 40 years of semiconductor process control experience, chipmakers around the globe rely on KLA to ensure that their fabs ramp next-generation devices to volume production quickly and cost-effectively. Enabling the movement towards advanced chip design, KLA's Global Products Group (GPG), which is responsible for creating all of KLA's metrology and inspection products, is looking for the best and the brightest research scientist, software engineers, application development engineers, and senior product technology process engineers. The Broadband Plasma Division (BBP) provides market-leading patterned wafer optical inspection systems for leading-edge IC manufacturing. Logic, foundry, and memory customers depend on BBP products to detect yield-critical defects for process debug and excursion monitoring at advanced process nodes. BBP flagship products include the 29xx and 39xx series which leverage Broadband Plasma technology to capture a wide range of defects with ultimate sensitivity at the optical inspection speeds needed for inline defect monitoring.

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