Data Engineer for AI/ML
1 month ago
Role: Data Engineer for AI/ML
Experience Required: 6+ years
We’re looking for a true data craftsman who can dexterously navigate the worlds of raw data engineering and refined machine learning pipelines.
You’re not the average “ETL engineer” who relies on pre-packaged tools like Informatica or Talend. You are a solid programmer, fluent in Python, and an artist with Py Spark, weaving together data flows that don’t just function—they perform.
Responsibilities:
• Develop and maintain APIs using Flask and FastAPI frameworks to support AI/ML services, including data access, transformation, and integration with Large Language Models (LLMs).
• Design and implement ETL processes to manage data pipelines and build Data Warehouses (DW) for efficient data storage and retrieval.
• Work on integrating LLMs with API services, ensuring secure and efficient data flow and model interaction.
• Develop APIs abstracting and concealing LLM functionality, providing a seamless interface for applications to interact with AI/ML models.
• Collaborate with database systems to handle data manipulation, storage, and retrieval, supporting API-driven machine learning workflows.
• Optimize Python code for performance and security, ensuring robust and scalable API deployment.
• Participate in cross-functional team discussions to align technical solutions with business objectives.
• Stay abreast of advancements in AI, machine learning, and software development practices to suggest and implement improvements.
• Research and develop new algorithms to improve AI system performance.
• Collaborate with cross-functional teams to integrate AI models and technologies into scalable products.
• Engineer solutions that are functional and optimized for performance, scalability, and maintainability.
• Work on batch processing and real-time data streams using tools like Kafka or Flink.
• Utilize cloud platforms (AWS, GCP, Azure) to manage data lakes and warehouses, optimize data engineering workflows, and support the full lifecycle of machine learning pipelines.
Key Qualifications:
• Strong proficiency in Python with 6 years of experience in developing APIs.
• Expertise in Flask and FastAPI for API development.
• Solid understanding of ETL processes, Data Warehousing, and working with relational databases such as PostgreSQL or MySQL.
• Experience with integrating and managing Large Language Models (LLMs) and concealing their APIs behind custom-built services.
• Knowledge of data transformation and access techniques to effectively feed AI/ML models.
• Familiarity with machine learning development is advantageous but not essential.
• Strong problem-solving skills with a focus on optimizing API performance and ensuring security.
• Ability to work both independently and collaboratively within a team.
• Effective communication skills to explain technical concepts clearly and concisely.
• Experience with distributed data processing using PySpark.
• Familiarity with cloud data services and orchestrators such as Airflow to automate data pipelines and workflows.
• Hands-on experience with big data tools like Spark or Flink to manage large-scale data pipelines.
• Cloud computing: Familiarity with cloud platforms such as AWS, Azure, or GCP.
• Big data technologies: Experience with big data tools and technologies like Spark or similar.
• Natural language processing (NLP): Knowledge of NLP techniques and applications.
• Computer vision: Understanding of computer vision algorithms and applications.
Desired Traits:
• Strong problem-solving skills focusing on optimizing API performance and ensuring security.
• Ability to work both independently and collaboratively within a team.
• Effective communication skills to explain technical concepts clearly and concisely.
• A deep curiosity to explore new data engineering challenges and continuously evolve your skills.
• A commitment to building clean, modular, and maintainable code that delivers high-quality solutions.
Educational Background:
Bachelor's degree in computer science, Information Technology, or a related field.
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