RemoteLeaf Logo
Log in Sign up

Machine Learning Engineer (AWS)

2 hours ago
United States
Mid Level
Machine Learning Engineer
Software Development
Apache Airflow AWS CI/CD CloudFormation Encryption Feature Engineering Machine Learning MLflow MLOps Python PyTorch SageMaker Scikit-learn SQL Terraform XGBoost
Apply Now
Casino Cash Trac

Casino Cash Trac

Casino Cash Trac offers a comprehensive platform designed specifically for casinos, integrating cash management, analytics, and operational intelligence to enhance efficiency and decision-making across various departments.

Internet Software & Services
Founded 2012
View All Jobs 3

Description

  • Design, build, and maintain reproducible model training workflows on AWS using services such as SageMaker, S3, and Glue.
  • Deploy and operate real-time and batch inference services with CI/CD pipelines, versioning, and safe rollout strategies such as canary, shadow, and A/B deployments.
  • Monitor production models for performance, data drift, latency, errors, and data quality, and automate retraining when models drift beyond acceptable thresholds.
  • Maintain model lineage, auditability, and traceability to support compliance, governance, and reporting requirements in a regulated industry.
  • Enforce secure ML platform practices, including least-privilege IAM, encryption, and secure data access patterns.
  • Optimize infrastructure and manage cost as a core engineering metric while preserving reliability.
  • Collaborate with engineers, data scientists, and product stakeholders to translate business problems into ML solutions and communicate tradeoffs clearly.
  • Continuously evaluate new AWS services, ML frameworks, and deployment patterns to improve reliability, observability, and developer velocity.

Requirements

  • 3+ years of experience in machine learning engineering, MLOps, or a closely related discipline.
  • Hands-on experience with AWS ML and data services, including SageMaker, S3, Lambda, Step Functions, CloudWatch, and MWAA (Apache Airflow).
  • Experience working with time series data, including feature engineering, seasonality handling, and temporal train/test splits.
  • Strong Python skills and familiarity with common ML frameworks such as scikit-learn, PyTorch, and XGBoost, or equivalent.
  • Experience building and maintaining CI/CD pipelines for ML systems.
  • Demonstrated ability to monitor and debug production ML systems, including latency, drift, errors, and data quality, and drive issues to root cause.
  • Comfort with SQL and working with structured data at scale.
  • Ability to work collaboratively across teams and communicate clearly with both technical and non-technical stakeholders.
  • Track record of self-directed learning and technical growth in areas such as AWS, ML frameworks, or deployment patterns.
  • Preferred: experience in a regulated industry such as gaming, finance, or healthcare where auditability, explainability, and compliance are important.
  • Preferred: familiarity with feature stores, model registries, or ML metadata tools such as MLflow or SageMaker Model Registry.
  • Preferred: experience with infrastructure-as-code tools such as Terraform, CDK, or CloudFormation.
  • Preferred: exposure to data drift detection libraries or custom drift monitoring implementations.

Interested in this position?

Apply directly on the company website

Apply Now

Similar Roles

phData

Machine Learning Solutions Architect

phData 251-1K IT Services

phData is hiring a Machine Learning Solutions Architect in the US to design, deploy, and operationalize machine learning solutions for enterprise customers across a modern cloud data stack.

United States Full-time Senior Machine Learning Engineer Solutions Architect
Apache Spark AWS Azure Databricks dbt Django Docker Flask GCP HDFS Java Kafka Keras Kubernetes Linux MLflow MySQL Oracle Python SageMaker SAP Scala Scikit-learn Snowflake Spring SQL TensorFlow
23 minutes ago
Provectus

ML Tech Lead (GenAI, AWS)

Provectus 251-1K Professional Services

Provectus is hiring a remote ML Tech Lead to lead the design, development, and deployment of GenAI and LLM-based solutions on AWS while guiding a small engineering team.

Colombia Full-time Lead Machine Learning Engineer Technical Lead
AWS CI/CD Git LLM Machine Learning MLOps PyTorch Scikit-learn TensorFlow
2 hours, 4 minutes ago
Provectus

Senior ML Engineer (GenAI, AWS)

Provectus 251-1K Professional Services

Provectus is hiring a Senior ML Engineer to build and productionize end-to-end GenAI and machine learning solutions on AWS for enterprise AI transformation projects.

Colombia Full-time Senior Machine Learning Engineer
Apache Spark AWS CI/CD CloudFormation Docker Feature Engineering GCP Generative AI Machine Learning MLflow MLOps NumPy Pandas Python PyTorch Reinforcement Learning SageMaker SQL TensorFlow Terraform Transformers
5 hours, 25 minutes ago
STR

Principal Algorithm & Signal Processing Engineer

STR 251-1K Aerospace & Defense

STR is hiring a Principal Engineer to lead the development of advanced signal processing and decision-making algorithms for radar and electronic warfare programs serving defense and national security missions.

United States Full-time Lead Machine Learning Engineer Research Scientist
$206k-$284k
Deep Learning Machine Learning MATLAB MLflow NLP Python PyTorch Reinforcement Learning TensorFlow
6 hours, 36 minutes ago

You're on a roll! Sign up now to keep applying.

Sign Up

Already have an account? Log in

Used by 14,729+ remote workers