Senior ML Engineer
Há 2 dias
Senior Machine Learning Engineer
About the Role
We're looking for an experienced Machine Learning Engineer to design, build, and scale intelligent data products that support real-world applications. This position bridges data engineering, model development, and productization — transforming large datasets and unstructured information into production-ready systems.
You'll work closely with engineering, product, and data teams to create end-to-end ML pipelines, optimize model performance, and drive experimentation with advanced NLP and LLM techniques. This role suits someone who thrives on building reliable, high-impact machine learning infrastructure from the ground up.
What You'll Do
Design and maintain scalable data ingestion and transformation pipelines (ETL/ELT) to feed analytical and ML systems.
Build, train, validate, and deploy machine learning models using reproducible workflows, CI/CD, and automated retraining pipelines.
Implement and maintain MLOps best practices, including packaging, orchestration, deployment, and performance monitoring in production.
Define and manage data schemas, feature stores, and metadata governance to ensure data reliability and accessibility.
Develop data products and APIs that expose ML insights to other systems and business stakeholders.
Monitor and continuously optimize system performance, scalability, and cost efficiency across cloud environments.
Establish operational standards for observability, including logging, alerting, data lineage, and documentation.
Collaborate with product and business teams to define success metrics and ensure measurable impact.
Mentor and guide engineers and data scientists on ML system design and deployment practices.
7+ years of experience in machine learning engineering, data engineering, or applied data science.
Degree in Computer Science, Engineering, Mathematics, Statistics, or equivalent hands-on experience.
Advanced proficiency in Python and SQL, writing clean, testable, and production-grade code.
Strong understanding of software testing and data validation workflows.
Experience working with modern cloud data platforms such as Databricks, Snowflake, or BigQuery.
Familiarity with data modeling and transformation frameworks (e.g., dbt).
Expertise in ML frameworks like scikit-learn, PyTorch, or Transformers, including model fine-tuning and optimization.
Proven track record implementing MLOps workflows with CI/CD, containerized deployments (Kubernetes or serverless), and monitoring tools (e.g., MLflow, Ray Serve).
Experience with natural language processing (NLP) techniques: prompt engineering, tokenization, regex, and libraries like spaCy or NLTK.
Solid grasp of data integration via REST APIs.
Ability to design reliable, scalable, and observable systems for production use.
Experience mentoring peers or leading small technical projects.
Experience deploying ML models at scale, optimizing for latency and cost.
Previous work in tech, consulting, or startup environments with fast delivery cycles.
Familiarity with financial or risk modeling domains (e.g., insurance, pricing, or forecasting).
Experience with visualization tools such as Looker, Tableau, or Power BI.
Knowledge of vector databases (e.g., LanceDB) and Retrieval-Augmented Generation (RAG) systems.
Familiarity with data labeling tools like Label Studio.
You'll have the chance to shape the data and ML foundation of a growing product ecosystem, influence architecture decisions, and experiment with cutting-edge technologies in NLP and generative AI — all within a small, high-impact team focused on measurable business outcomes.
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