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intermediateTechnical AI
RAG Over Your Own DocumentsA hands-on course for data analysts who already call LLM APIs and understand embeddings conceptually.
intermediateTechnical AI
Building an Eval HarnessFor AI-savvy data analysts moving from ad hoc prompt testing to a real evaluation practice, this course builds a working eval harness end to end: a labeled test dataset, deterministic and LLM-as-judge graders, pass/fail thresholds tied to real stakes, regression detection, and a CI-wired scorecard.
Matching modules
12 modules- Module 1Start Herein Building an Eval Harness · 1 lessonai-for-data-analystsai-evalsstandardintermediate
- Module 2Foundations of Eval Harnessesin Building an Eval Harness · 4 lessonsai-for-data-analystsai-evalsstandardintermediate
- Module 3Building the Test Datasetin Building an Eval Harness · 3 lessonsai-for-data-analystsai-evalsstandardintermediate
- Module 4Writing Graders and Scoring Rubricsin Building an Eval Harness · 4 lessonsai-for-data-analystsai-evalsstandardintermediate
- Module 5Thresholds, Regressions, and Comparisonsin Building an Eval Harness · 4 lessonsai-for-data-analystsai-evalsstandardintermediate
- Module 6Diagnosing Failures and Operationalizing the Harnessin Building an Eval Harness · 6 lessonsai-for-data-analystsai-evalsstandardintermediate
- Module 1Start Herein RAG Over Your Own Documents · 1 lessonai-for-data-analystscontext-ragstandardintermediate
- Module 2Foundations of RAGin RAG Over Your Own Documents · 4 lessonsai-for-data-analystscontext-ragstandardintermediate
- Module 3Building the Ingestion Pipelinein RAG Over Your Own Documents · 4 lessonsai-for-data-analystscontext-ragstandardintermediate
- Module 4Vector Storage and Retrievalin RAG Over Your Own Documents · 4 lessonsai-for-data-analystscontext-ragstandardintermediate
- Module 5Generation and Prompt Assemblyin RAG Over Your Own Documents · 4 lessonsai-for-data-analystscontext-ragstandardintermediate
- Module 6Evaluation and Debuggingin RAG Over Your Own Documents · 5 lessonsai-for-data-analystscontext-ragstandardintermediate