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    Machine Learning Engineer - San Francisco, CA, United States - EMA, Inc.

    EMA, Inc.
    EMA, Inc. San Francisco, CA, United States

    2 weeks ago

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    Description

    Ema is building the next generation AI technology to empower every employee in the enterprise to be their most creative and productive.

    Our proprietary tech allows enterprises to delegate most repetitive tasks to Ema, the AI employee. We are founded by ex-Google, Coinbase, Okta executives and serial entrepreneurs.

    We've raised capital from notable investors such as Accel Partners, Naspers, Section32 and a host of prominent Silicon Valley Angels including Sheryl Sandberg (Facebook/Google), Divesh Makan (Iconiq Capital), Jerry Yang (Yahoo), Dustin Moskovitz (Facebook/Asana), David Baszucki (Roblox CEO) and Gokul Rajaram (Doordash, Square, Google).

    Our team is a powerhouse of talent, comprising engineers from leading tech companies like Google, Microsoft Research, Facebook, Square/Block, and Coinbase.

    All our team members hail from top-tier educational institutions such as Stanford, MIT, UC Berkeley, CMU and Indian Institute of Technology.

    We're looking for an innovative and passionate Machine Learning Engineers to join our team.

    You are someone who loves solving complex problems, enjoys the challenges of working with huge data sets, and has a knack for turning theoretical concepts into practical, scalable solutions.

    You love utilizing machine learning techniques to push the boundaries of what is possible within the realm of Natural Language Processing, Information Retrieval and related Machine Learning technologies.

    Conceptualize, develop, and deploy machine learning models that underpin our NLP, retrieval, ranking, reasoning, dialog and code-generation systems.

    Implement advanced machine learning algorithms, such as Transformer-based models, reinforcement learning, ensemble learning, and agent-based systems to continually improve the performance of our AI systems.

    Lead the processing and analysis of large, complex datasets (structured, semi-structured, and unstructured), and use your findings to inform the development of our models.

    Work across the complete lifecycle of ML model development, including problem definition, data exploration, feature engineering, model training, validation, and deployment.

    Implement A/B testing and other statistical methods to validate the effectiveness of models. Ensure the integrity and robustness of ML solutions by developing automated testing and validation processes.
    D. in Computer Science, Machine Learning, or a related quantitative field.
    Proven industry experience in building and deploying production-level machine learning models.
    Deep understanding and practical experience with NLP techniques and frameworks, including training and inference of large language models.
    Proficiency in Python and experience with ML libraries such as TensorFlow or PyTorch.
    Excellent skills in data processing (SQL, ETL, data warehousing) and experience working with large-scale data systems.
    Experience with machine learning model lifecycle management tools, and an understanding of MLOps principles and best practices.
    Familiarity with cloud platforms like GCP or Azure.

    Familiarity with the latest industry and academic trends in machine learning and AI, and the ability to apply this knowledge to practical projects.

    Good understanding of software development principles, data structures, and algorithms.
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