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AI Literacy AI for Data & Analysts Standard (2–4 h)Clear all

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foundational
AI Literacy
LLM Guardrails, Evals and Agentic Memory
Learn to take LLM applications from prototype to production.
Quick (30–60 min)2.9h
Not yet rated22 lessons
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12 modules

Module 1Start Here
in Building an Eval Harness · 1 lessonai-for-data-analystsai-evalsstandardintermediate
Module 2Foundations of Eval Harnesses
in Building an Eval Harness · 4 lessonsai-for-data-analystsai-evalsstandardintermediate
Module 3Building the Test Dataset
in Building an Eval Harness · 3 lessonsai-for-data-analystsai-evalsstandardintermediate
Module 4Writing Graders and Scoring Rubrics
in Building an Eval Harness · 4 lessonsai-for-data-analystsai-evalsstandardintermediate
Module 5Thresholds, Regressions, and Comparisons
in Building an Eval Harness · 4 lessonsai-for-data-analystsai-evalsstandardintermediate
Module 6Diagnosing Failures and Operationalizing the Harness
in Building an Eval Harness · 6 lessonsai-for-data-analystsai-evalsstandardintermediate
Module 1Start Here
in RAG Over Your Own Documents · 1 lessonai-for-data-analystscontext-ragstandardintermediate
Module 2Foundations of RAG
in RAG Over Your Own Documents · 4 lessonsai-for-data-analystscontext-ragstandardintermediate
Module 3Building the Ingestion Pipeline
in RAG Over Your Own Documents · 4 lessonsai-for-data-analystscontext-ragstandardintermediate
Module 4Vector Storage and Retrieval
in RAG Over Your Own Documents · 4 lessonsai-for-data-analystscontext-ragstandardintermediate
Module 5Generation and Prompt Assembly
in RAG Over Your Own Documents · 4 lessonsai-for-data-analystscontext-ragstandardintermediate
Module 6Evaluation and Debugging
in RAG Over Your Own Documents · 5 lessonsai-for-data-analystscontext-ragstandardintermediate

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