Senior Machine Learning Specialist

Hamster
  • San Francisco, California
    30+ days ago

    Job Description

    You will be responsible for developing and implementing machine learning solutions that power our AI-native platform. This role requires expertise in custom model development, transformer architectures, and production deployment of ML systems.

    Responsibilities

    • Design and develop custom machine learning models for specific business use cases.

    • Implement and optimize transformer architectures for natural language processing tasks.

    • Develop and maintain ML pipelines for data preprocessing, model training, and inference.

    • Work with large language models and implement fine-tuning strategies.

    • Implement retrieval-augmented generation (RAG) systems and optimize their performance.

    • Collaborate with engineering teams to deploy ML models in production environments.

    • Monitor and maintain model performance in production, implementing retraining strategies as needed.

    • Conduct research on emerging ML techniques and evaluate their applicability to our platform.

    • Mentor junior ML engineers and contribute to best practices within the team.

    Required Skills and Qualifications

    • Master's degree or PhD in Computer Science, Machine Learning, or a related field, or equivalent practical experience.

    • 5+ years of experience in machine learning development and deployment.

    • Strong programming skills in Python and experience with ML frameworks (PyTorch, TensorFlow, or similar).

    • Deep understanding of transformer architectures and their applications in NLP.

    • Experience with large language models and fine-tuning techniques.

    • Proficiency in implementing and optimizing RAG systems.

    • Experience with ML model deployment and production monitoring.

    • Strong understanding of data preprocessing, feature engineering, and model evaluation techniques.

    • Experience with cloud platforms and ML infrastructure (AWS SageMaker, Google Vertex AI, or similar).

    • Excellent problem-solving skills and attention to detail.

    • Strong communication and interpersonal skills.

    Preferred Qualifications

    • Experience with MLOps and ML pipeline orchestration tools.

    • Knowledge of distributed training and model optimization techniques.

    • Experience with vector databases and similarity search algorithms.

    • Familiarity with reinforcement learning and multi-agent systems.

    Numbers & Facts

    LocationSan Francisco, California
    Websitehttps://tryhamster.com/

    Skills

    • Amazon Web Services (AWS)unmatched
    • Artificial Intelligence (AI)unmatched
    • Business Caseunmatched
    • Business Modelunmatched
    • Cloud Computingunmatched
    • Communication Skillsunmatched
    • Computer Programmingunmatched
    • Computer Scienceunmatched
    • Data Modelingunmatched
    • Detail Orientedunmatched
    • Interpersonal Skillsunmatched
    • Machine Learningunmatched
    • Modeling Languagesunmatched
    • Natural Language Processing (NLP)unmatched
    • Performance Modelingunmatched
    • Performance Tuning/Optimizationunmatched
    • Problem Solving Skillsunmatched
    • Production Controlunmatched
    • Production Systemsunmatched
    • Python Programming/Scripting Languageunmatched
    • Reinforcement Learningunmatched
    • Research Skillsunmatched
    • Use Casesunmatched

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