Not specified (likely hybrid based on industry trends)
Python programming with pandas and numpy
Scikit-learn and xgboost library experience
Lightgbm machine learning framework usage
Allstate is seeking an Applied Machine Learning Engineer at various levels to join their Technology Solutions team, focusing on revolutionizing customer interactions through innovative digital solutions. The role entails designing and operating machine-learning models across the ML lifecycle, emphasizing collaboration and continuous improvement
Job Summary
The role involves designing, building, and operating machine-learning models that deliver real business impact within a collaborative team environment.
Candidates will work across the full ML lifecycle including data exploration, feature engineering, model building, deployment, monitoring, and ongoing improvement.
The position offers a continuous innovation cycle of ideas, research, testing, analysis, and delivery to redefine the customer experience.
Matching Summary
Match Score: 75
Allstate is seeking an Applied Machine Learning Engineer at various levels to join their Technology Solutions team, focusing on revolutionizing customer interactions through innovative digital solutions. The role entails designing and operating machine-learning models across the ML lifecycle, emphasizing collaboration and continuous improvement.
Salary
Base: $110,000.00 - $181,025.00 annually; Bonus/Equity: Not specified; Benefits: Not specified
Skills & Requirements
Must-have
Python programming with pandas and numpy
Scikit-learn and XGBoost library experience
LightGBM machine learning framework usage
SQL for data exploration and feature engineering
Model evaluation and interpretability knowledge
Nice-to-have
PyTorch or TensorFlow deep learning experience
Spark or distributed computing familiarity
APIs, containers, CI/CD, and monitoring knowledge
MLflow, SageMaker, Azure ML, Docker expertise
AWS, Azure, or GCP cloud platform experience
Key Requirements
Bachelor's degree in STEM preferred
0-2 years experience for Entry-Level roles
3+ years building ML solutions for Mid-Level
3+ years deploying ML systems for Senior-Level
Willingness to learn Terraform, Java, and Typescript