
Machine Learning Engineer
12 hours ago
Machine Learning Engineer
Exp: 5-8 years
Looking for a driven and innovative Machine Learning Engineer to help us scale and foresee problems that aren't apparent.
We're seeking a hands-on individual with a strong passion for data and a proven ability to translate complex data challenges into robust, scalable machine learning solutions. In this role, you'll be a key player in developing, deploying, and maintaining ML models that directly impact our core business functions and enhance user experiences. If you thrive in a collaborative, fast-paced environment, excel at working with diverse data sources, and possess a solid foundation in machine learning principles and MLOps, we encourage you to apply.
Key Responsibilities
- Design, develop, and implement end-to-end machine learning models, from initial data exploration and feature engineering to model deployment and monitoring in production environments.
- Build and optimize data pipelines for both structured and unstructured datasets, focusing on advanced data blending, transformation, and cleansing techniques to ensure data quality and readiness for modeling.
- Create, manage, and query complex databases, leveraging various data storage solutions to efficiently extract, transform, and load data for machine learning workflows.
- Collaborate closely with data scientists, software engineers, and product managers to translate business requirements into effective, scalable, and maintainable ML solutions.
- Implement and maintain robust MLOps practices, including version control, model monitoring, logging, and performance evaluation to ensure model reliability and drive continuous improvement.
- Research and experiment with new machine learning techniques, tools, and technologies to enhance our predictive capabilities and operational efficiency.
Required Skills & Experience
- 5+ years of hands-on experience
in building, training, and deploying machine learning models in a professional, production-oriented setting. - Demonstrable experience with
database creation and advanced querying
(e.g., SQL, NoSQL), with a strong understanding of data warehousing concepts. - Proven expertise in
data blending, transformation, and feature engineering
, adept at integrating and harmonizing both structured (e.g., relational databases, CSVs) and unstructured (e.g., text, logs, images) data. - Strong practical experience with
cloud platforms for machine learning development and deployment; significant experience with Google Cloud Platform (GCP) services (e.g., Vertex AI, BigQuery, Dataflow) is highly desirable. - Proficiency in programming languages commonly used in data science (e.g.,
Python
is preferred, R). - Solid understanding of various machine learning algorithms (e.g., regression, classification, clustering, dimensionality reduction) and experience with advanced techniques like
Deep Learning, Natural Language Processing (NLP), or Computer Vision
. - Experience with machine learning libraries and frameworks (e.g.,
scikit-learn, TensorFlow, PyTorch
). - Familiarity with
MLOps tools and practices
, including model versioning, monitoring, A/B testing, and continuous integration/continuous deployment (CI/CD) pipelines. - Experience with containerization technologies like
Docker
and orchestration tools like
Kubernetes
for deploying ML models as REST APIs. - Proficiency with
version control systems (e.g., Git, GitHub/GitLab)
for collaborative development.
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