Define and own the overall architecture for our data science platform, including data storage, processing, model development, deployment, and monitoring.
Design scalable and efficient data pipelines and ETL / ELT processes to ingest, transform, and prepare data for analysis and modelling.
Evaluate and recommend appropriate technologies, tools, and frameworks for data science workflows, considering factors like performance, cost, and maintainability.
Develop and enforce data governance policies and standards to ensure data quality, security, and compliance.
Collaborate with data scientists to understand their analytical needs and translate them into architectural requirements.
Work closely with data engineers and infrastructure teams to implement and maintain the data science infrastructure.
Design and implement model deployment strategies, including containerization, API development, and integration with production systems.
Establish monitoring and alerting systems for data pipelines and deployed models to ensure performance and reliability.
Research and evaluate new data science technologies and methodologies to drive innovation and improve our capabilities.
Provide technical leadership and guidance to data scientists and other team members on architectural best practices.
Communicate complex technical concepts and architectural decisions to both technical and non-technical stakeholders.
Contribute to the development of data science best practices, standards, and documentation.
Ensure the scalability and performance of data science solutions to handle growing data volumes and computational Must have 11 to 14 years of experience in machine learning.
Deep understanding of data science methodologies, machine learning algorithms, and statistical modelling techniques.
Extensive experience with data warehousing, data lake architectures, and big data technologies (e.g., Hadoop, Spark, Kafka, NoSQL databases).
Proficiency in programming languages commonly used in data science (e.g., Python, R).
Experience with cloud platforms (e.g., AWS, Azure, GCP) and their data science services.
Strong understanding of data governance, data security, and data privacy principles.
Experience with MLOps practices and tools for model deployment, monitoring, and management.
Excellent problem-solving, analytical, and critical thinking skills. (ref : hirist.tech)
ref : hirist.tech)
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Platform Architect • Bangalore
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