Gen AI Data Engineer - Azure AI Foundry - Senior Associate

PwC

Pune District, Bengaluru, Delhi

Híbrido

INR 1 200 000 - 2 400 000

Tempo integral

Há 7 dias
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Qualificações

  • 3–5 years of hands-on experience with GenAI projects.
  • Strong Python programming skills.
  • Experience with data processing frameworks like Apache Spark or similar.
  • Proficiency in SQL and database management systems.
  • Familiarity with Flask or FastAPI for AI model serving.
  • Experience deploying containerized apps on Azure or AWS.
  • Git proficiency and CI/CD practices on cloud platforms.

Responsabilidades

  • Design, develop, and maintain data pipelines and ETL processes for GenAI projects.
  • Collaborate with data scientists and software engineers to implement ML models and algorithms.
  • Optimize data infrastructure and storage for scalable data processing.
  • Implement event-driven architectures for real-time data processing.
  • Utilize Kubernetes and Docker for deployment and scalability.
  • Develop and maintain data lakes for large volumes of data.
  • Integrate LLM frameworks like LangChain and Semantic Kernel for language tasks.
  • Collaborate with cross-functional teams to design solution architectures for GenAI projects.
  • Use Azure or AWS for data processing, storage, and deployment.
  • Monitor and troubleshoot data pipelines to ensure smooth data flow.
  • Stay updated with GenAI advancements and propose innovations.
  • Translate business requirements into technical solutions.
  • Document data engineering processes and best practices.
  • Maintain solution architecture certificates and stay current with industry standards.

Conhecimentos

Python
GenAI
System design
Web frameworks
Security
Cloud-native
CI/CD
Git
Spark
SQL

Ferramentas

Docker
Kubernetes
Azure
AWS
Flask
FastAPI
LangChain
Semantic Kernel

Descrição da oferta de emprego

Responsibilities
  • Design, develop, and maintain data pipelines and ETL processes for GenAI projects.
  • Collaborate with data scientists and software engineers to implement machine learning models and algorithms.
  • Optimize data infrastructure and storage solutions to ensure efficient and scalable data processing.
  • Implement event-driven architectures to enable real-time data processing and analysis.
  • Utilize containerization technologies like Kubernetes and Docker for efficient deployment and scalability.
  • Develop and maintain data lakes for storing and managing large volumes of structured and unstructured data.
  • Implement and integrate LLM frameworks (Langchain, Semantic Kernel) for advanced language processing and analysis.
  • Collaborate with cross-functional teams to design and implement solution architectures for GenAI projects.
  • Utilize cloud computing platforms such as Azure or AWS for data processing, storage, and deployment.
  • Monitor and troubleshoot data pipelines and systems to ensure smooth and uninterrupted data flow.
  • Stay up-to-date with the latest advancements in GenAI technologies and recommend innovative solutions to enhance data engineering processes.
  • Collaborate with cross-functional teams to understand business requirements and translate them into technical solutions.
  • Document data engineering processes, methodologies, and best practices.
  • Maintain solution architecture certificates and stay current with industry best practices.
Requirements
  • Python Proficiency: Minimum 3 years of hands-on experience building applications with Python.
  • Scalable System Design: Solid understanding of designing and architecting scalable Python applications, particularly for Gen AI use cases, with a strong understanding of various components and systems architecture patterns to make cohesive and decoupled, scalable applications.
  • Web Frameworks: Familiarity with Python web frameworks (Flask, FastAPI) for building web applications around AI models.
  • Modular Design & Security: Demonstrated ability to design applications with modularity, reusability, and security best practices in mind (session management, vulnerability prevention, etc.,).
  • Cloud-Native Development: Familiarity with cloud-native development patterns and tools (e.g., REST APIs, microservices, serverless functions).
  • Cloud Deployments: Experience deploying and managing containerized applications on Azure/AWS (Azure Kubernetes Service, Azure Container Instances, or similar).
  • Version Control (Git): Strong proficiency in Git for effective code collaboration and management.
  • CI/CD: Knowledge of continuous integration and deployment (CI/CD) practices on cloud platforms.
  • 3-5 years of relevant technical/technology experience, with a focus on GenAI projects.
  • Strong programming skills in Python.
  • Experience with data processing frameworks like Apache Spark or similar.
  • Proficiency in SQL and database management systems.
Preferred Skills
  • Gen AI Frameworks: Experience with LLM frameworks or tools for interacting with LLMs such as LangChain, Semantic Kernel, LlamaIndex
  • Data Pipelines: Experience in setting up data pipelines for model training and real-time inference.
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