Senior mlops & cloud solutions engineer

Sobre a vaga

Senior MLOps & Cloud Solutions Engineer at Bosch Global Service Solutions. The role focuses on Machine Learning Model Integration and Cloud Integration. Bosch Service Solutions develops and delivers Customer Experience, Mobility and Monitoring solutions for companies and their customers.

O que vais fazer

• 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

O que é pedido

• 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

O que é oferecido

• 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
• Health Insurance
• Well connected by public transport
• Good access to public transportation, company bike leasing, choice between a free ticket for core zone, a subsidized Klimaticket, or an employee parking space
• Flexible and mobile working
• Flexitime and modern working time models ranging from part-time to job sharing, home office and incorporated window days off
• Wide range of health and sports activities
• Training opportunities & Certifications
• Exchange with colleagues around the world
• Company doctor on site
• Occupational health care and counselling by internal medical staff, free vaccinations, attractive health insurance, psychosocial and therapeutic counselling, personal health care, workshops and lectures on the subject of health, company pension scheme from the 3rd year at Bosch
• Discounted purchasing conditions with us and our partner companies, subsidised cultural and leisure events
• Catering facilities on site
• Healthy and tasty meals at subsidised prices in our company restaurant and cafeteria, free coffee in our coffee kitchens

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Investimento de tempo

Processo de entrevista

O processo de recrutamento poderá variar conforme a vaga em questão. No entanto, normalmente o processo inclui as seguintes etapas: triagem curricular, com o objetivo de filtrar candidatos que possuam as qualificações mínimas; contacto telefónico, para confirmar informações do currículo, entender motivações e avaliar a comunicação e entrevista(s) com recursos humanos e especialista, para análise das competências comportamentais e habilidades técnicas. Em alguns casos são aplicadas ainda dinâmicas de grupo.

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Quanto paga este cargo

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✸ Benefícios e vantagens (8)

• Cantina
• Estacionamento gratuito ou condições especiais
• Flexibilidade de horário
• Ginásio & atividades desportivas
• Mais de 22 dias de férias
• Prémios de performance
• Programa de descontos
• Seguro de saúde

✸ Valores e cultura (9)

• Ambiente internacional
• Depende do projeto / equipa
• Feedback contínuo e 360º
• Full remote
• Híbrido
• Igualdade de género
• Incentivo à criatividade & inovação
• Metodologias ágeis
• Pair programming