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AI and machine learning · 30 lessons · up to 10 minutes each
Retrieval-Augmented Generation
A planned retrieval path from document preparation through citation and quality checks.
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Retrieval-Augmented Generation
Permanent access to the lessons published in this track when you buy. Future lessons are not included. 0 of 30 lessons are published; 0 are in owner review and 30 are Coming Soon.
$29.0030 lessons still in progress
Beginner
Lessons 1–10
01 Retrieval-Augmented Generation: Sketch document source selection
Topic: document source selection
Draw a small map of document source selection in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Beginner4 minComing Soon02 Retrieval-Augmented Generation: Name the parts of text extraction and cleanup
Topic: text extraction and cleanup
Label the main pieces in text extraction and cleanup in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Beginner5 minComing Soon03 Retrieval-Augmented Generation: Trace an example of chunk boundaries
Topic: chunk boundaries
Follow one input through chunk boundaries in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Beginner6 minComing Soon04 Retrieval-Augmented Generation: Compare choices for metadata filters
Topic: metadata filters
Write down one practical difference between metadata filters in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Beginner7 minComing Soon05 Retrieval-Augmented Generation: Find the boundary in embedding generation
Topic: embedding generation
Mark where embedding generation in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Beginner8 minComing Soon06 Retrieval-Augmented Generation: Inspect an example of candidate retrieval
Topic: candidate retrieval
Annotate a minimal example of candidate retrieval in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Beginner9 minComing Soon07 Retrieval-Augmented Generation: Connect relevance reranking to a neighboring concept
Topic: relevance reranking
Show how relevance reranking in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Beginner10 minComing Soon08 Retrieval-Augmented Generation: Spot a failure mode in citation mapping
Topic: citation mapping
Describe one likely failure for citation mapping in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Beginner3 minComing Soon09 Retrieval-Augmented Generation: Read an official example of freshness and reindexing
Topic: freshness and reindexing
Summarize an official example of freshness and reindexing in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Beginner5 minComing Soon10 Retrieval-Augmented Generation: Choose a use case for retrieval quality evaluation
Topic: retrieval quality evaluation
Match one small use case to retrieval quality evaluation in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Beginner6 minComing Soon
Intermediate
Lessons 11–20
11 Retrieval-Augmented Generation: Build an example with document source selection
Topic: document source selection
Create a small working example that uses document source selection in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Intermediate4 minComing Soon12 Retrieval-Augmented Generation: Compose text extraction and cleanup with another component
Topic: text extraction and cleanup
Combine text extraction and cleanup in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Intermediate5 minComing Soon13 Retrieval-Augmented Generation: Configure chunk boundaries for a small case
Topic: chunk boundaries
Set up chunk boundaries in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Intermediate6 minComing Soon14 Retrieval-Augmented Generation: Validate inputs around metadata filters
Topic: metadata filters
Add a check around metadata filters in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Intermediate7 minComing Soon15 Retrieval-Augmented Generation: Use embedding generation in a short workflow
Topic: embedding generation
Add embedding generation in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Intermediate8 minComing Soon16 Retrieval-Augmented Generation: Refactor candidate retrieval into a reusable unit
Topic: candidate retrieval
Extract candidate retrieval in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Intermediate9 minComing Soon17 Retrieval-Augmented Generation: Exercise relevance reranking with sample data
Topic: relevance reranking
Run sample data through relevance reranking in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Intermediate10 minComing Soon18 Retrieval-Augmented Generation: Observe citation mapping outputs
Topic: citation mapping
Capture the result of citation mapping in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Intermediate3 minComing Soon19 Retrieval-Augmented Generation: Recover from a freshness and reindexing failure
Topic: freshness and reindexing
Handle one expected failure from freshness and reindexing in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Intermediate5 minComing Soon20 Retrieval-Augmented Generation: Document retrieval quality evaluation behavior
Topic: retrieval quality evaluation
Write a short usage note for retrieval quality evaluation in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Intermediate6 minComing Soon
Advanced
Lessons 21–30
21 Retrieval-Augmented Generation: Test a boundary around document source selection
Topic: document source selection
Add an edge-case test for document source selection in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Advanced4 minComing Soon22 Retrieval-Augmented Generation: Harden text extraction and cleanup
Topic: text extraction and cleanup
Add the relevant access, safety, or validation control to text extraction and cleanup in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Advanced5 minComing Soon23 Retrieval-Augmented Generation: Measure chunk boundaries
Topic: chunk boundaries
Record a small baseline for chunk boundaries in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Advanced6 minComing Soon24 Retrieval-Augmented Generation: Reduce cost in metadata filters
Topic: metadata filters
Change one measurable cost in metadata filters in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Advanced7 minComing Soon25 Retrieval-Augmented Generation: Diagnose a embedding generation failure
Topic: embedding generation
Use an observable signal to explain a failure in embedding generation in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Advanced8 minComing Soon26 Retrieval-Augmented Generation: Make candidate retrieval repeatable
Topic: candidate retrieval
Show that rerunning candidate retrieval in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Advanced9 minComing Soon27 Retrieval-Augmented Generation: Review trade-offs in relevance reranking
Topic: relevance reranking
Compare two documented approaches to relevance reranking in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Advanced10 minComing Soon28 Retrieval-Augmented Generation: Improve citation mapping maintainability
Topic: citation mapping
Refine citation mapping in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Advanced3 minComing Soon29 Retrieval-Augmented Generation: Verify freshness and reindexing end to end
Topic: freshness and reindexing
Check that a complete small flow using freshness and reindexing in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Advanced5 minComing Soon30 Retrieval-Augmented Generation: Audit retrieval quality evaluation against its source docs
Topic: retrieval quality evaluation
Check the implementation of retrieval quality evaluation in the context of document retrieval, source grounding, and freshness; save a short example or check that demonstrates the result.
Advanced6 minComing Soon
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