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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.
intermediateTechnical AI
Building Your First Production AgentA hands-on course for engineers who already call LLM APIs and want to ship a tool-using agent that survives production: recovering from failed tool calls, capping runaway spend, extending itself with an MCP server, passing task-completion evals, and deploying with logging enabled.
Matching modules
18 modules- Module 5Deep Research with AIin AI Fluency - Quick Wins with AI · 3 lessonsai-for-product-managersai-for-data-analystsai-for-foundersprompt-engineeringresponsible-aiquickintermediate
- Module 1Start Herein Building Your First Production Agent · 1 lessonai-for-engineersai-for-leadersai-for-data-analystsagentic-aiquickintermediate
- Module 6Evaluation for Task Completionin Building Your First Production Agent · 3 lessonsai-for-engineersai-for-data-analystsagentic-aiai-evalsquickintermediate
- 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 3Corrective Retries: Recovering from Validation Failuresin Evaluating LLM Output Quality · 3 lessonsai-for-engineersai-for-data-analystsprompt-engineeringai-evalsworkflowsquickintermediate
- Module 4Measuring What Matters: Evaluation Metricsin Evaluating LLM Output Quality · 4 lessonsai-for-engineersai-for-product-managersai-for-data-analystsprompt-engineeringai-evalsquickintermediate
- Module 2LLM Evaluation (Evals): Building Rigorous Testing Pipelinesin LLM Guardrails, Evals and Agentic Memory · 4 lessonsai-for-engineersai-for-data-analystscontext-ragai-evalsquickintermediate
- 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