Senior AI Engineer
16 hours ago
- Generative AI Pipeline Development:
- Design and implement efficient and scalable pipelines for data ingestion, processing, and transformation, tailored for Generative AI workloads.
- Orchestrate the flow of data between various AI services, databases, and backend systems within the Generative AI context.
- Build and maintain CI/CD pipelines for deploying and updating Generative AI services and pipelines.
- Data and Document Ingestion:
- Develop and manage systems for ingesting diverse data sources (text, images, code, etc.) used in Generative AI applications.
- Implement OCR and other preprocessing techniques to prepare data for use in Generative AI pipelines.
- Ensure data quality, consistency, and security throughout the ingestion process.
- AI Service Integration:
- Integrate and manage external AI services (e.g., cloud-based APIs for image generation, text generation, LLMs) into our Generative AI applications.
- Develop and maintain APIs for seamless communication between AI services and backend systems.
- Monitor and optimize the performance of integrated AI services within the Generative AI pipeline.
- Retrieval Augmented Generation (RAG) Pipelines:
- Design and implement RAG pipelines to enhance Generative AI capabilities with external knowledge sources.
- Develop and optimize data retrieval and indexing strategies for RAG systems used in conjunction with Generative AI.
- Evaluate and improve the accuracy and relevance of RAG-generated responses in the context of Generative AI applications.
- Large Language Model (LLM) Integration:
- Develop and manage interactions with LLMs through APIs and SDKs within Generative AI pipelines.
- Implement prompt engineering strategies to optimize LLM performance for specific Generative AI tasks.
- Analyze and debug LLM outputs to ensure quality and consistency in Generative AI applications.
- Backend Services Ownership:
- Design, develop, and maintain backend services that support Generative AI applications.
- Ensure the scalability, reliability, and security of backend infrastructure for Generative AI workloads.
- Implement monitoring and logging systems for backend services and pipelines supporting Generative AI.
- Troubleshoot and resolve backend-related issues impacting Generative AI applications.
- Education: Bachelor's or Master's degree in Computer Science, Artificial Intelligence, Machine Learning, or a related field.
- Experience:
- 5+ years of experience in AI/ML development with a focus on building and deploying AI pipelines and backend systems.
- Proven experience in designing and implementing data ingestion and processing pipelines.
- Strong experience with cloud platforms (e.g., AWS, Azure, GCP) and their AI/ML services.
- Technical Skills:
- Expertise in Python and relevant AI/ML libraries.
- Strong understanding of AI infrastructure and deployment strategies.
- Experience with data engineering and data processing techniques.
- Proficiency in software development principles and best practices.
- Experience with containerization and orchestration tools (e.g., Docker, Kubernetes).
- Experience with version control (Git).
- Experience with RESTful APIs and API development.
- Experience with vector databases and their application in AI/ML, particularly for similarity search and retrieval.
- Generative AI Specific Skills:
- Familiarity with Generative AI concepts and techniques (e.g., GANs, Diffusion Models, VAEs, LLMs).
- Experience with integrating and managing Generative AI services.
- Understanding of RAG pipelines and their application in Generative AI.
- Experience with prompt engineering for LLMs in Generative AI contexts.
- Soft Skills:
- Strong problem-solving and analytical skills.
- Excellent communication and collaboration skills.
- Ability to work in a fast-paced environment.
- Experience with OCR and document processing technologies.
- Experience with MLOps practices for Generative AI.
- Contributions to open-source AI projects.
- Strong experience with vector databases and their optimization for Generative AI applications.
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