AI/ML Solution ArchitectLocation: Raritan, NJ (ONSITE)FULLTIME ONLYJob DescriptionMust Have Technical/Functional SkillPython (PyTorch/TensorFlow), SQL, API design; familiarity with LangChain/LlamaIndex, Azure/AWS AI, GitHub, Docker, KubernetesRoles & Responsibilities• Define end-to-end AI/ML and GenAI architectures (data ingestion ? feature store ? model training ?
inference ? monitoring).• Design LLM-based solutions: RAG pipelines, prompt orchestration, guardrails, policy enforcement, and human-in-the-loop workflows.• Select appropriate models (open source vs. hosted foundation models), vector databases, embedding strategies, and retrieval frameworks.• Author architecture artifacts: context diagrams, sequence diagrams, deployment topology, decision records, security controls, and data lineage.• Lead data architecture for AI workload data quality, labeling, metadata, PII handling, and de-identification.• Establish MLOps: CI/CD for models, feature store, model registry, automated evaluation, canary rollout, A/B testing, drift monitoring.• Optimize cost and performance for training/inference (GPU/TPU selection, quantization, distillation, batching).• Ensure data privacy, consent, and secure access (role-based control, encryption, KMS, secret management).