
AI Powered Solution Leader
2 weeks ago
Lead AI Solution Designer
We are seeking a highly skilled professional to oversee the end-to-end design and delivery of an AI-powered solution, combining NLP, anomaly detection, GenAI/RAG, and rule engines on Cloud platform.
Main Responsibilities
- Define reference architecture for data ingestion, lakehouse, features/vectors, models, APIs/UX; make build/buy decisions.
- Select, train, and operationalize NLP, anomaly/fraud models, and GenAI/RAG components; establish human-in-the-loop.
- Implement experiment tracking, model registry, CI/CD for models, automated evaluation, drift monitoring, rollback.
- Design retrieval pipelines, guardrails, and citation-based responses.
- Oversee feature store, labelling strategy, and high-quality gold datasets; enforce DQ rules and lineage.
- Right-size SKUs; caching/batching; cost/per-token dashboards; SLOs for latency/throughput.
- Break down epics/stories, estimate and sequence work, unblock the team, run technical design reviews.
- Translate business policy into rule + ML ensembles, present options, risks, and trade-offs.
- Establish testing pyramid, performance targets, observability dashboards.
- Produce design docs, runbooks, SOPs; mentor engineers; uplift coding and review standards.
Required Skills and Qualifications
- 10+ years of software development experience, with at least 5 years leading AI/ML projects.
- Supervised/unsupervised modelling, anomaly detection, NLP (extraction, classification, NER), OCR pipelines; evaluation design (precision/recall, ROC/PR).
- LangChain/LangGraph; embeddings; vector databases / Azure Cognitive Search (vector); prompt engineering & safety patterns.
- MLflow, model registry, online/offline evals, data/version management; CI/CD for models.
- Delta Lake/Lakehouse (bronze/silver/gold), Azure Data Lake Gen2, Databricks/ADF, schema/versioning, Great Expectations/Deequ.
- Python (FastAPI), eventing (Event Grid/Service Bus), containerization (AKS/Azure Container Apps), APIM.
- Cognitive Search, Azure OpenAI, Key Vault, Monitor/App Insights, Purview, Cosmos DB/Azure SQL.
- Technical decision-making, cross-team coordination, stakeholder communication, and mentoring.
Preferred Skills
- Certifications in AI/ML disciplines.
- Hands-on experience with explainable AI and AI governance.
- Familiarity with regulatory compliance standards for financial data (e.g., SOX, GDPR).
Qualifications
- Bachelor's Degree in Computer Science or related science field or equivalent.
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