isolation), vLLM), Open-source LLMs (Ollama, Security fundamentals (auth, Cloud deployment, Docker, FastAPI, Python, LangChain, Re-ranking models, Vector databases, LangGraph, secrets, Voice AI pipelines, Hybrid search, CI/CD, RAG pipelines, Multi-agent systems, LlamaIndex

Java, Spring Boot, Kafka, Datadog, Redis, Postgres, Helm, Kubernetes, AWS, LangChain, AI agent engineering, LangGraph, Temporal

Java, Kafka, Spring Boot, Datadog, Redis, Postgres, Helm, Kubernetes, AWS, LangChain, AI agent engineering, LangGraph, Temporal

production deployment , Tensorflow, Pytorch, Python, Version Control, Application Architecture, System Design, Containers, orchestration technologies, AI ML applications, CI CD, observability tools, code review practices, evaluation frameworks, LangChain, operational monitoring, Documentation, deep learning frameworks, retrieval-augmented generation, Semantic Kernel, Production Support, agent development patterns, performance optimization, model APIs, cloud ML platforms, prompt orchestration, LlamaIndex

Java, Docker, Node.js, Kubernetes, Python, DevOps practices and tools, Prompt engineering, Generative AI or LLM-based solutions

Github, Datadog, New Relic, Azure Functions, Docker, FastAPI, Python, Azure DevOps, Application Insights, LangChain, Pinecone, Azure OpenAI, Azure Container Apps, Semantic Kernel, AutoGen, OpenTelemetry, FAISS, Azure AI Studio, Azure AI Search, Weaviate, Azure Monitor

Docker, MLops, Etl, AWS, Python, Kubernetes, Azure, Gcp, Nlp, LLMs, Transformers, feature store, vector DBs, embeddings, data pipelines, RAG, prompt engineering

Retrieval-Augmented Generation (RAG), Tensorflow, Pytorch, Gcp, Data Warehousing, Azure, Python, AWS, LangChain, Generative AI, LLMs, Hugging Face Transformers, ETL/ELT Tools, LlamaIndex

question answering , Java, Github, ADO, Dotnet, Docker, Kubernetes, Python, C#, Information Retrieval, Clustering, Summarization, NLP tasks, Designing and implementing agentic systems, AI models, a/b testing, Performance benchmarking, AWS certificates, CI/CD delivery, Text generation, Embedding models, Metrics development, Similarity matching, Evaluation frameworks for AI models and agents, Fine-tuning language models