AI / Data Solution Architect
Company not disclosed
Job Description
Responsibilities: - Architect and design end-to-end data and AI solutions ensuring scalability, performance, and security; Build and design Infrastructure as Code (IaC) using Terraform for automated infrastructure provisioning. - Design and implement data pipelines on platforms like AWS, Azure, or Databricks for data ingestion, transformation, and storage. - Create AI solutions (Computer Vision, NLP, Generative AI) by leveraging modern cloud services and frameworks. - Design and implement robust data pipelines for batch and real-time data processing; Apply Medallion Architecture, Change Data Capture (CDC), Data Lake, and Data Mesh principles. - Build large-scale data ingestion, transformation, and ETL pipelines on platforms like AWS Glue, Azure Data Factory, Databricks. - Optimize data models for high-performance query execution and downstream consumption; Enable seamless data accessibility and consumption through Data APIs or Data Products. - Implement and manage Data Governance solutions using tools like AWS DataZone, Unity Catalog, or Azure Purview. - Ensure Data Catalog, Business Glossary, Data Lineage, and Role-based Access Control (RBAC) are effectively managed. - Establish robust data policies around security, privacy, compliance, and data accessibility; Support data governance frameworks in compliance with industry regulations (e.g., GDPR, HIPAA). - Design and develop Data Warehouses with Dimension & Fact Modeling. - Ensure high performance and scalability of data models in platforms like Snowflake, Databricks, or AWS Redshift. - Architect and deploy MLOps pipelines for model training, validation, inferencing, and monitoring. - Design and build scalable AI solutions with expertise in: Model Training & Validation; Model Inferencing; API layer exposure for models; Model Monitoring and Feedback Loops; Service Catalog for ML models. - Strong knowledge of frameworks like TensorFlow, XGBoost, Hugging Face, and LangChain. - Implement GenAI (Generative AI) solutions and Large Language Models (LLMs) for custom model development and fine-tuning. - Design and deploy AI solutions in the areas of: Computer Vision – Image classification, object detection, OCR, image segmentation; Natural Language Processing (NLP) – Text generation, summarization, sentiment analysis, named entity recognition (NER). - Work with tools like LangChain, HuggingFace, OpenAI API, Bedrock, Azure OpenAI for AI model development. - Design and deploy CI/CD pipelines for data, machine learning, and AI models; Automate infrastructure provisioning using Terraform, CloudFormation, Azure Bicep, etc. - Ensure scalable and secure deployment of data and AI solutions.; Enable monitoring and model drift detection in AI/ML pipelines. - Strong knowledge of IICS (Informatica Intelligent Cloud Services) for ETL/ELT pipelines. - Experience with Snowflake for high-performance Data Warehousing. - Familiarity with Generative AI models (LLMs, HuggingFace, OpenAI API). - Understanding of model fine-tuning, embedding models, and Prompt Engineering. - Experience with LangChain, HuggingFace, Bedrock, OpenAI, Azure OpenAI for AI development. Requirements: - 12+ years of experience in Data Architecture, Data Engineering, and AI Solutioning. - Strong experience with Infrastructure as Code (IaC) using Terraform or similar tools. - Proficiency in building data pipelines in AWS, Azure, or Databricks environments. - Hands-on expertise in MLOps pipelines, Model deployment, and Model Monitoring. - Experience in developing Computer Vision and NLP solutions. - Strong understanding of Data Governance frameworks like AWS DataZone, Unity Catalog, or Azure Purview. - Hands-on experience with Data Warehouse (Dimension/Fact Modelling). - Working knowledge of Generative AI (GenAI), Large Language Models (LLMs), and Model Fine-tuning; Consulting experience a must
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