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Sr. Computer Vision Engineer
Sr. Computer Vision EngineerPepsiCo • Plano, Texas, USA
Sr. Computer Vision Engineer

Sr. Computer Vision Engineer

PepsiCo • Plano, Texas, USA
Hace más de 30 días
Tipo de contrato
  • A tiempo completo
Descripción del trabajo

Overview

Your role as a Sr. Computer Vision Engineer will be based in Plano, TX to make key contributions to AI projects with a primary focus on computer vision, alongside Natural Language Processing, foundational models and other general AI / ML solutions aligned with PEP AI roadmap within the global digital transformation journey within PepsiCo.

You will be part of a collaborative interdisciplinary team around data and analytics, where you will explore new technologies, and design the adoption of new products in the domain of computer vision AI to support the development of digital solutions to create business decision-making. Your work will span retail analytics, quality control systems, supply chain optimization, and consumer insights through visual intelligence. On the one hand, you will work closely with process owners, product owners and final business users.

This will provide you with the correct visibility and understanding of criticality of your developments to business stakeholders and S&T functional leaders. On the other hand, you will work closely with other data scientists to transfer your findings to ensure the scalability, robustness and reusability of the solutions that you develop.

Responsibilities

You will be an internal ambassador of the team's culture around data and analytics. You will provide stewardship to colleagues in the solution development landscape and further lead the onboarding of new developments in AI within the PepsiCo domain, leading the development of best practices and standard ways of working.

  • Active contributor to code development in projects and services related to computer vision, object detection, image segmentation, video analytics, machine learning, mathematical modeling, AI and ML / AI Operations, and deep learning.
  • Design and deploy CV models for real-world applications including retail execution monitoring, manufacturing quality control, supply chain optimization, and visual search.
  • Active contributor in innovation activities, exploring the boundaries of technology to create AI solutions with the ability to continually prove accuracy and with a design goal of productization / reusability.
  • Create documentation for learnings and knowledge transfer.
  • Create reusable packages or libraries.
  • Partner with data engineers to ensure data access for discovery and proper data is prepared for model consumption.
  • Partner with other data scientists working on industrialization.
  • Occasionally, coordinate work activities with business teams, other services and as required.
  • Communicate with data scientists and other S&T stakeholders in the process of service design, training and knowledge transfer.
  • Support large-scale experimentation and build analytical models.
  • Set KPIs and metrics to evaluate analytics solution given a particular use case.
  • Refine requirements into modelling problems.
  • Influence product teams through data-based recommendations.
  • Research in state-of-the-art methodologies.

Compensation and Benefits :

  • The expected compensation range for this position is between $89,000 - $149,000.
  • Location, confirmed job-related skills, experience, and education will be considered in setting actual starting salary. Your recruiter can share more about the specific salary range during the hiring process.
  • Bonus based on performance and eligibility target payout is 10% of annual salary paid out annually.
  • Paid time off subject to eligibility, including paid parental leave, vacation, sick, and bereavement.
  • In addition to salary, PepsiCo offers a comprehensive benefits package to support our employees and their families, subject to elections and eligibility : Medical, Dental, Vision, Disability, Health, and Dependent Care Reimbursement Accounts, Employee Assistance Program (EAP), Insurance (Accident, Group Legal, Life), Defined Contribution Retirement Plan.
  • Qualifications

  • Master's Degree in Computer Science, Data Science, Mathematics, Statistics, Computer Vision, or a related quantitative field.
  • Preferred : PhD in Computer Science, Machine Learning, Computer Vision, or related fields, with specialization in deep learning for visual recognition.
  • Minimum : 4+ years of hands-on experience building, deploying, and evaluating computer vision models in a research or industry setting, with a strong focus on object detection, segmentation, or image classification applications.
  • Ideal : 6+ years of experience, with demonstrable success in developing computer vision solutions, and delivering tangible business value.
  • Computer Vision models and architectures.
  • Experience with CNNs (ResNet, EfficientNet, MobileNet), Vision Transformers (ViT, Swin), object detection models (YOLO, Faster R-CNN, DETR), and segmentation models (U-Net, Mask R-CNN, SAM).
  • Use cases : object detection, image classification, semantic / instance segmentation, visual quality inspection, OCR, video understanding, etc.
  • Deep Learning Frameworks : Proficiency in PyTorch, TensorFlow, or similar frameworks.
  • 8+ years working in Python, Java or other programming languages
  • Python : Essential for data manipulation, model development, and integration. Data science libraries : NumPy, Pandas, Scikit-learn, Matplotlib.
  • Computer Vision libraries : OpenCV, Pillow, Albumentations. Deep learning : PyTorch Vision, TorchVision, timm. Detection frameworks : Ultralytics, MMDetection, Detectron2.
  • Experience with model optimization and deployment : ONNX, TensorRT, quantization, edge deployment.
  • Data annotation tools : CVAT, Label Studio, or similar.
  • Cloud Computing : Experience with platforms like AWS, Azure, and GCP.
  • Azure DevOps : Knowledge of CI / CD pipelines and software development practices using Azure DevOps.
  • Experience with multimodal AI (vision-language models like CLIP, BLIP, GPT-4V) is a plus.
  • Experience with Responsible AI and FAIR data is a plus.
  • Experience with NLP and generative AI for language tasks is a plus.
  • Track record of Developing AI products that have generated business value, and impact across multiple Industries.
  • EEO Statement

    Our Company will consider for employment qualified applicants with criminal histories in a manner consistent with the requirements of the Fair Credit Reporting Act, and all other applicable laws, including but not limited to, San Francisco Police Code Sections 4901-4919, commonly referred to as the San Francisco Fair Chance Ordinance; and Chapter XVII, Article 9 of the Los Angeles Municipal Code, commonly referred to as the Fair Chance Initiative for Hiring Ordinance.

    All qualified applicants will receive consideration for employment without regard to age, race, color, religion, sex, sexual orientation, gender identity, national origin, protected veteran status, or disability status.

    PepsiCo is an Equal Opportunity Employer : Female / Minority / Disability / Protected Veteran / Sexual Orientation / Gender Identity / Age

    If you'd like more information about your EEO rights as an applicant under the law, please download the available EEO is the Law & EEO is the Law Supplement documents. View PepsiCo EEO Policy.

    Please view our Pay Transparency Statement

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