Databricks, Monitoring and observability, Generative AI, AWS Bedrock, GCP Vertex, Azure AI ML, AI risk safety bias fairness hallucination detection and adversarial testing, AI evaluation frameworks, Large-scale experimentation and performance optimization, AI ML Platform tools, Python test automation evaluation frameworks, Automated testing and CI CD integration, Azure AI Data and Monitoring services, Software Engineering Test Engineering fundamentals

telemetry , Java, Oauth2, Python, GenAI, LangGraph ADK, OpenAPI, mTLS, Trace propagation, SSE streaming

Spark, Kafka, Azure Databricks, Azure Machine Learning, vector search, embeddings, MLflow, Pinecone, Azure AI Search, RAG pipelines, Azure OpenAI

Sqlalchemy, Pytest, PostgreSQL, SQL Server, Apache Spark, Redis, Sql, Git, Gcp, Celery, Docker, Flask, Azure, Oracle, Python, AWS, Marshmallow, Nx, OpenTelemetry

Sparql, PostgreSQL, Rdf, Neo4j, Redis, Azure Cosmos DB, FastAPI, Amazon Rds, Anthropic Claude, LangSmith, Cypher, LangGraph, GraphRAG, Multi-Agent Systems, semantic search, Langfuse, Pydantic, Amazon Neptune, Gremlin, OpenAI GPT-4, Cohere, Enterprise Knowledge Graphs, LangChain, owl, Taxonomy Management, Python 3.12, Property Graphs, Ontology Design