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Intermediate4-6 hoursData readiness assessment + governance framework + pipeline blueprint

The data foundations that make AI work. Data quality, governance, architecture, pipelines, and the GenAI shift from training to retrieval. Most AI failures are data failures — learn the patterns and prevent them.

...architecture. Embeddings are numerical representations of meaning. When text is embedded, it becomes a vector — a list of numbers that captures semantic similarity. Similar meanings produce nearby vectors....

1.5 DaysIntensive

Data ReadinessAssessment

Data Quality Data Governance Data Architecture Feature Engineering Data Pipelines RAG Vector Databases GenAI Data AI Fluency View Details

Automation & Agentic Systems

Intermediate to Advanced (SA, EA, TS)6-7 hoursAutomation opportunity map + agent architecture blueprint + MCP/A2A integration guide + Agentic Risk & Cost Framework

How AI-powered architectures that plan, act, and use tools autonomously are reshaping integration and workflow — covering agentic patterns, MCP and A2A protocols, orchestration frameworks, human-in-the-loop design, guardrails, observability, and economic risk management.

...Planning Breaks a goal into steps Planner component; plan storage Tool use Invokes external tools (APIs, databases, code) Tool registry; tool calling protocol Memory Retains context across steps Short-term...

1.5 DaysIntensive

CurrentSA · EA · TS

Architecture AI Agents Agentic Systems MCP A2A Automation Orchestration View Details

Data & AI Direction

Intermediate to Advanced (SA, EA, TS)5-6 hoursData and AI direction framework + AI readiness assessment + governance overlay

How data strategy and AI direction connect to architecture — covering data quality, governance, data architecture for AI, AI enablement, responsible AI, data products, data mesh, and building a data and AI roadmap.

...batch processing, structured data, data warehouses. AI needs more: real-time access, unstructured data, vector representations, and training pipelines. Building AI on a traditional data architecture produces...

1.5 DaysIntensive

CurrentSA · EA · TS

Architecture Data Strategy AI Data Governance Data Mesh Data Products View Details