Senior MLOps & Cloud Solutions Engineer

Posted Yesterday
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Lisboa
Senior level
Internet of Things
The Role
The role involves integrating machine learning models, particularly with TensorFlow and TensorFlow Lite, ensuring compliance with licensing, and developing integration tests. Responsibilities include managing datasets and implementing verification logic for cloud-based model deployments. The engineer will also engage in standardizing models for embedded systems and diagnostics.
Summary Generated by Built In

Company Description

At Bosch, we shape the future by inventing high-quality technologies and services that spark enthusiasm and enrich people’s lives. Our promise to our associates is rock-solid: we grow together, we enjoy our work, and we inspire each other. Join in and feel the difference.

With over 300 specialized associates and around 15 nationalities, Bosch activities in Lisbon are focusing on sales, marketing, communication, training, nearshoring services and shared support for human resources services to Europe. The diversity, commitment and know-how of the team are the key success factors of this organization.

Bosch Service Solutions develops and delivers Customer Experience, Mobility and Monitoring solutions for companies and their customers.

Our teams find fast and efficient solutions for thousands of people on a daily basis – from claim management to life-saving emergency calls, among other services. Define the standards and become a pioneer together with around 9000 associates worldwide.


    Job Description

    • Machine Learning Model Integration.
    • Replace existing machine learning libraries with TensorFlow Lite.
    • Integrate TensorFlow Lite with the build system and application.
    • Ensure compliance with open-source license rules.
    • Develop and finalize integration tests for model integration.
    • Define and implement a format for model storage and versioning.
    • Create debugging or playback mechanisms to diagnose field issues.
    • Cloud Integration.
    • Implement model conformance verification logic for cloud-based deployments.
    • Integrate TensorFlow for various detection algorithms (e.g., smoke detection).
    • Standardize TensorFlow models for embedded systems.
    • Develop high-level model standardization for different detection algorithms.
    • Establish methodologies to ensure correct model serialization
    • Manage datasets related to machine learning model development and deployment.

    Qualifications

    • Master’s or Ph.D. in Computer Science, Electrical Engineering, or a related field.
    • Experience with other ML frameworks and libraries.
    • Familiarity with automotive or industrial applications of ML.
    • Extensive experience with TensorFlow and TensorFlow Lite.
    • Proven track record of integrating ML models into production systems.
    • Experience with model storage, versioning, and serialization.
    • Strong proficiency in C++ and Python.
    • Experience with build systems and continuous integration/continuous deployment (CI/CD) pipelines.
    • Familiarity with open-source software and ensuring compliance with licensing rules
    • Knowledge of standardization practices for embedded ML models.
    • Experience with embedded systems and real-time processing.:
    • Experience in developing integration tests for ML models.
    • Ability to devise debugging and playback mechanisms for diagnosing field issues.
    • Experience with cloud-based ML model deployment and conformance verification.
    • Strong communication skills and the ability to work in a collaborative team environment

    Additional Information

    Challenges in an international environment | career opportunities in one of the best companies in the world | flexible hours | medical services | discounts for employees | sports and health related activities | canteen | good access to public transports | space for creativity

    Top Skills

    C++
    Python
    The Company
    HQ: Gerlingen-Schillerhöhe
    166,834 Employees
    Remote Workplace
    Year Founded: 1886

    What We Do

    The Bosch Group is a leading global supplier of technology and services. It employs roughly 402,600 associates worldwide (as of December 31, 2021). The company generated sales of 78.7 billion euros in 2021. Its operations are divided into four business sectors: Mobility Solutions, Industrial Technology, Consumer Goods, and Energy and Building Technology.

    As a leading IoT provider, Bosch offers innovative solutions for smart homes, Industry 4.0, and connected mobility. Bosch is pursuing a vision of mobility that is sustainable, safe, and exciting. It uses its expertise in sensor technology, software, and services, as well as its own IoT cloud, to offer its customers connected, cross-domain solutions from a single source. The Bosch Group’s strategic objective is to facilitate connected living with products and solutions that either contain artificial intelligence (AI) or have been developed or manufactured with its help. Bosch improves quality of life worldwide with products and services that are innovative and spark enthusiasm. In short, Bosch creates technology that is “Invented for life.”

    The Bosch Group comprises Robert Bosch GmbH and its roughly 440 subsidiary and regional companies in some 60 countries. Including sales and service partners, Bosch’s global manufacturing, engineering, and sales network covers nearly every country in the world. With its more than 400 locations worldwide, the Bosch Group has been carbon neutral since the first quarter of 2020. The basis for the company’s future growth is its innovative strength. At 128 locations across the globe, Bosch employs some 76,100 associates in research and development, of which more than 38,000 are software engineers.

    Instagram: https://www.instagram.com/boschglobal/
    Facebook: https://www.facebook.com/BoschGlobal
    Twitter: https://www.twitter.com/BoschGlobal
    Glassdoor: https://bit.ly/3raTZnH

    Imprint: www.bosch.com/corporate-information
    Privacy statement: www.bosch.com/data-protection-notice

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