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    • Principal Data Engineer For Enterprise Ai/Ml - Zapopan - Oracle

    Oracle
    Oracle Zapopan

    hace 3 semanas

    Oracle background
    Descripción
    Design, develop, and implement data pipelines for ingesting, pre-processing, and transforming diverse data types (html, Image, pdf, Audio, video) for Generative AI model training and inference.
    - Engineer data for vector databases (e.g., Pinecone, Redis, Chroma) and Large Language Models (LLM, GPT-4, Claude 2.0) and for tasks like text summarization, entity extraction, and classification.
    - Build and maintain efficient data storage solutions, including data lakes, warehouses, and databases suitable for large-scale generative AI datasets. Implement data security and governance policies to safeguard the privacy and integrity of sensitive data used in Generative AI projects.
    - Collaborate with data scientists and engineers to understand data requirements for Generative AI models and translate them into efficient data pipelines.
    - Monitor and optimize data pipelines for performance, scalability, and cost-effectiveness.
    - Build analytical tools to utilize the data pipeline, providing actionable insight into key business performance metrics, including operational efficiency and customer acquisition.
    - Work with stakeholders, including data, design, product, and executive teams, and assisting them with data-related technical issues.
    - Qualifications: Bachelor's degree in computer science, data science, statistics, or a related field, or equivalent experience.
    - 6+ years of proven experience in data engineering, ETL, SQL, database, JSON data, data pipeline development, building data platforms, and data storage technologies.
    - 2+ years of experience building and maintaining data pipelines for machine learning projects.
    - Strong understanding of data structures, data modeling principles, data quality measures, and data security best practices, with experience in transforming, cleaning, and organizing unstructured data.
    - High proficiency in Python, SQL, and scripting languages.
    - Experience in continuous integration/deployments for large data pipelines and familiarity with containerization technologies (e.g., Docker) and orchestration tools (e.g., Kubernetes) for scalable and efficient model deployment.
    - Familiarity with implementing data and/or machine learning algorithms in production systems (e.g. AWS Sagemaker, GCP Datalab, or custom implementation);
    - Hands-on experience with cloud platforms (e.g., OCI, AWS, GCP, Azure) for data storage and processing, along with Gen AI services like OCI Gen AI, Azure AI Services, or AWS BedRock.
    - Strong problem-solving skills and the ability to analyze data and design solutions to complex data issues.
    - Familiarity with modern ETL stack (Airflow, DBT, Snowflake), data stream frameworks (Kafka, Kinesis), vector databases (e.g., Pinecone, Redis, Chroma) and OpenSearch / Elasticsearch.
    - Understanding of Large Language Models (LLM, GPT-4, Claude 2.0) for tasks like text summarization, entity extraction, and classification.
    - Excellent communication skills and the ability to convey complex technical concepts to non-technical stakeholders.
    - Ability to work independently and collaboratively in a fast-paced environment.
    - Practical knowledge of Agile project management and software development methodologies such as Scrum and SAFe.
    - Experiencing working with globally distributed teams.
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