Machine Learning Engineer
hace 3 días
Centric Software is a leading provider of AI-driven competitive assortment benchmarking and market trend insights solutions for fashion, beauty, and home goods brands and retailers. We are a key innovation partner for iconic and emerging brands across the world.
Job SummaryWe are seeking a highly skilled Machine Learning Engineer to join our Data Science team. As a Machine Learning Engineer, you will be responsible for ensuring the smooth operation of our current data science pipelines, developing new machine learning pipelines and algorithms, and contributing to the expansion and improvement of our infrastructure to support all stages of the machine learning model lifecycle.
Key Responsibilities- Creating datasets from our huge data lake of products and social media data, selecting the most relevant items for your use case, and ensuring data quality
- Hands-on training, deployment, productionization, and operation of Machine Learning models and pipelines at scale, including both batch and real-time use cases
- Contributing to expanding and improving the infrastructure to support all stages of the machine learning model lifecycle, including feature engineering, feature store, model training, testing, monitoring, and deployment in a production environment
- Proactively identifying and implementing internal process improvements, including automating manual work, optimizing data delivery, and redesigning infrastructure for greater scalability
- Staying up-to-date with the latest industry trends and technologies to ensure our ML capabilities remain competitive and cutting-edge
- Onboarding and enabling Data Scientists with different levels of engineering expertise
- 3+ years of experience working as a software engineer
- Bachelor's degree in Computer Science, Engineering, or related field
- 3+ years of experience as a production-level Python developer and Deep Learning frameworks: TensorFlow, Keras, or PyTorch
- Machine learning and Python data libraries like scikit-learn, pandas, or NumPy
- Experience with Computer Vision
- Experience with SQL databases: preferably PostgreSQL
- Django ORM
- Linux shell command line
- Version Control in a collaborative environment with Git
- Strong communication skills (written and oral) in English
- Familiarity with Image processing libraries like OpenCV or Pillow
- MLOps frameworks like MLFlow
- Docker
- NLP processing libraries such as Spacy or NLTK
- Asynchronous processes with RabbitMQ and Celery
- System monitoring with InfluxDB, Grafana
- Working knowledge of containers (Docker)
- Experience working with cloud-based infrastructures (AWS, Azure...)
Centric Software provides equal employment opportunities to all qualified applicants without regard to race, sex, sexual orientation, gender identity, national origin, color, age, religion, protected veteran or disability status, or genetic information.
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