Artificial Intelligence (AI) · Machine Learning (ML)
AI/ML & GenAI Professional Advanced
This 8-week intensive is designed to take participants from AI/ML fundamentals through to building, securing, and deploying production-grade Agentic AI systems. Each 2-hour session pairs a theory/concepts lecture with a guided hands-on lab, and the program closes with a comprehensive capstone project.
Duration: 8 weeksLevel: Intermediate
Curriculum
Week-by-week curriculum
Week 1
AI/ML Foundations & GenAI Landscape
Week 2
LLMs Deep Dive: Architecture, Training & Use Cases
Week 3
Document Processing Pipelines: RAG & Vector Databases
Week 4
Agentic AI: MCP, A2A & Multi-Agent Systems
Week 5
AI-Powered Coding Tools & Developer Productivity
Week 6
GenAI DevSecOps: Containers, Kubernetes & Production
Week 7
GenAI Security, Governance & Observability
Week 8
Capstone: End-to-End Agentic AI Project
Technology you’ll work with
Models & APIs
GPT-5Claude 4 (Opus/Sonnet/Haiku)Gemini 3Llama 3Amazon BedrockHuggingFace
Frameworks
LangChainLangGraphAutoGenLlamaIndexHuggingFace TransformersGuardrails AI
Vector Databases
PineconeWeaviateChromapgvector
Developer Tools
VSCodeGitHub CopilotCursorClaude CodeOpenAI CodexKiroAntigravity
Infrastructure
DockerKubernetes (minikube + cloud)GitHub ActionsHelm
Observability
OpenTelemetry (OTel)Phoenix by Arize.aiServer-Sent Events (SSE)
Before you start
Prerequisites
Intermediate Python programming (functions, classes, async/await)
Basic familiarity with REST APIs and JSON
Git and command-line proficiency
Access to OpenAI, Anthropic, and Google AI API keys (free tiers acceptable for Weeks 1-3)
Docker Desktop installed; cloud Kubernetes account recommended for Week 6
Assessment
How the program is graded
50%
Lab completion and code quality
20%
Participation and peer review
30%
Capstone project
What you will need: Own Laptop and Wifi
Ready to enroll, or have questions?
Email: conversations@ideanirvana.com or call +1 703-606-2049 / +1 703-606-2059.