Python, Performance Monitoring, Bias testing, Evaluation methodology, Service Lifecycle Management, Process Improvement, Audit artifacts, Embeddings, Extraction, Classification, Retrieval methods, Reliability concepts, RAG prompt optimization, Data Science fundamentals, Evaluation frameworks, Calibration, Privacy leakage checks, Experimental Design, LLM Agentic AI systems, Measurement error analysis, NLP skills, Statistical thinking, Responsible AI, Fine-tuning

S3, Spark, Cloudera, Tableau, Sql, Python, Dify

Total Cost of Ownership (TCO), ROI assessment, Investment governance, Benefits tracking, Business case methodologies, Risk Analytics, Operational Risk, irr, ROI, Basel frameworks, Financial evaluation, Enterprise Risk Management, capital allocation, npv, Risk reporting, Benefits realization, Risk quantification, Performance Measurement, Value realisation

BigQuery, Power Bi, AWS Glue, Kafka, Tableau, Sql, ELT, Git, Gcp, MLops, Python, AWS, Etl, Azure Purview, Looker, Google Cloud Data Catalog, DataOps

Kubernetes, Sql, Deep Learning, Tensorflow, Numpy, Google Cloud, Machine Learning, MLops, Sklearn, Pandas, AWS, Pytorch, Python, Azure, Ibm, Docker, Gen-AI applications, Time-series Econometric modeling, LLMOps tooling, Polars