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    ML Data Engineer - Bangalore, India - KARYA CONSULTANTS PRIVATE LIMITED

    KARYA CONSULTANTS PRIVATE LIMITED
    KARYA CONSULTANTS PRIVATE LIMITED Bangalore, India

    2 days ago

    Default job background
    permanent Technology / Internet
    Description

    Responsibilities :

    • Designing, developing, and executing data pipelines to ingest, preprocess, and transform data for Generative AI model training and inference.
    • Proficiency in data manipulation and preprocessing using tools like NumPy, Pandas, or SQL.
    • Familiarity with big data technologies such as Hadoop and Spark for processing and analyzing largescale datasets.
    • Designing and implementing data pipelines for Generative AI projects by utilizing various technologies including Vector DB, Graph DB, Airflow, Spark, PySpark, Python, LangChain, LlamaIndex, Open AI functions, AWS Functions, Redshift, and SSIS.
    • This involves integrating these tools logically and efficiently to create seamless, highperformance data flows supporting the data requirements of our AI initiatives.
    • Collaborating with data scientists, AI researchers, and other stakeholders to understand data requirements and translate them into effective data engineering solutions.
    • Demonstrating familiarity with data integration services like AWS Glue and Azure Data Factory, effectively utilizing these platforms for seamless data ingestion, transformation, and orchestration across various sources and destinations.
    • Proficiency in constructing data warehouses and data lakes, organizing and consolidating large volumes of structured and unstructured data for efficient storage, retrieval, and analysis.
    • Implementing data security and governance policies to ensure the privacy and integrity of sensitive data used in Generative AI projects.
    • Monitoring and optimizing data pipelines for performance, scalability, and costeffectiveness.
    • Staying updated on the latest advancements in data engineering tools and technologies (e.g. Apache Spark, Airflow, Snowflake, Data Bricks) and applying them to our Generative AI platform.
    • Effectively communicating with technical and nontechnical stakeholders about data quality and availability for Generative AI projects.


    Qualifications :
    Minimum

    Qualifications :

    • Bachelor's degree in computer science, Data Science, Statistics, or a related field, or equivalent experience.
    • Experience in data engineering or related roles such as data pipeline development, data storage, or ETL/ELT processes.
    • Proven experience in building and maintaining data pipelines for machine learning projects.
    • Strong understanding of data modeling principles, data quality measures, and data security best practices.
    • Proficiency in programming languages like Python, SQL, and scripting languages (e.g. Bash, Shell).
    • Familiarity with cloud platforms (e.g. AWS, Azure) for data storage and processing.
    • Excellent communication, collaboration, and problemsolving skills.
    • Ability to work independently and as part of a team
    )
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