Posted 1 month ago
AI Application Developer
AI Summary
AI Application Developer focuses on building AI-driven apps for knowledge base ingestion, data pipelines for ML models, and retrieval-augmented generation workflows, with emphasis on Python back-end services and containerized deployments.
About this role
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Develop and support AI-driven applications focused on knowledge base ingestion, including extracting, processing, and storing structured and unstructured data (e.g., Excel files, PDFs, images, and database records).
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Build and maintain data pipelines for machine learning models, ensuring data quality, consistency, and efficient processing.
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Implement document parsing, text preprocessing, and chunking strategies to prepare data for retrieval-augmented generation (RAG) systems.
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Design and support workflows for retrieving relevant data and injecting context into prompts for AI applications.
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Assist in developing and integrating backend services using Python frameworks such as Django.
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Collaborate with cross-functional teams to test, deploy, and improve AI models and pipelines.
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Support containerized deployments and environments using Docker and Kubernetes.
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Contribute to continuous improvement of AI systems, including reducing hallucinations and improving response accuracy.
Requirements
Qualification:
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Bachelor’s degree in Computer Science, Information Technology, Data Science, or any related field.
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<max 2 for Junior at least 3 for Mid> years of experience in AI/ML, data engineering, or backend development with exposure to production-level AI systems.
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Strong understanding of AI/ML concepts, including embeddings, vector databases, and RAG architecture design.
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Proficient in Python and relevant libraries such as pandas, numpy, openpyxl, requests, and PyPDF.
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Hands-on experience in building and optimizing data pipelines for structured and unstructured data.
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Strong experience in data preprocessing, document parsing, chunking strategies, and normalization techniques.
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Experience working with vector databases and similarity search mechanisms.
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Familiar with Docker and Kubernetes for containerized deployment and scaling.
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Experience with Dify platform or similar AI workflow/orchestration tools is an advantage.
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Strong understanding of prompt engineering, context injection, and techniques to minimize hallucinations in AI systems.
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Experience with API development and system integration using frameworks such as Django or FastAPI.
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Familiar with CI/CD pipelines, version control (Git), and Agile methodologies.
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Strong problem-solving, analytical, and communication skills, with the ability to work across cross-functional teams.
Skills
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