Senior Data Scientist
Confirmed live in the last 24 hours
Irvine, CA, USA
Experience Level
Desired Skills
Data Analysis
Google Cloud Platform
Microsoft Azure
Natural Language Processing (NLP)
  • PhD in quantitative field such as Mathematics, Statistics, Computer Science with 2+ years related work experience / MS with 5+ years of related work experience
  • Extensive experience developing end-to-end machine learning solutions and leading solution diagnosis, including designing & architecting machine learning models that solve business problems & fit into the overall engineering framework, experimentation, model pipeline build, performance optimization, integration and deployment
  • Proficiency in machine learning, NLP & deep learning techniques for tasks involving Named Entity Recognition, document/sentence embeddings, classification
  • Proficiency with programming languages such as Python & SQL as well as toolkits/frameworks including spaCy, gensim, PyTorch/Tensorflow
  • Strong experience in building end-to-end data pipelines, model performance monitoring processes and continuous model delivery. Knowledge ofAWS Lambda, AWS Glue is a big plus
  • Familiarity with MLOps & common MLOps toolkits, e.g. MLflow, Sagemaker
  • Knowledge and experience working with engineering toolkits that are frequently used with machine learning model deployment. e.g., Git,GitHub Actions,Docker, AWS EC2, AWS ECS, AWS ECR etc
  • Familiarity with large scale data processing techniques & tools, e.g., multi-threaded computing, GPU computing, distributed computing in Ray, PySpark, etc
  • Perform exploratory analysis, construct data pipelines, build machine learning models end-to-end from POC to deployment for large scale production systems
  • Monitor, maintain, optimize and continuously improve the deployed machine learning solutions during day to day operations
  • Deploy models through docker containers on AWS/GCP/Azure that serve real time and batch prediction results for various business functions
  • Design and implement scalable models with continuous monitoring and feedback collection system to enableautomatic model training
  • Optimize model and data performance in terms of reduced computation time and cost
  • Establish MDM system to track model performances and generate alerts through MLFlow, AWS Sagemaker, etc
First American

10,001+ employees

Title insurance & professional settlement services
Company Overview
First American is on a mission to provide comprehensive title insurance protection and professional closing/settlement services that produce clear property titles and enable the efficient transfer of real estate.
  • 401k matching
  • Health, vision, dental insurance
  • Professional development