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Free module

Structured output from models

Learn structured output from models hands on: ask for JSON, check it against a schema, repair bad answers and turn text into records.

6 lessons370 min lessonSoftware engineering

The lessons

Each lesson is free to read in full. Create a free account to run its commands in a live lab and to sit its quizzes and tasks.

  1. 1 · Container lab

    How to ask a model for JSON

    I can ask for an answer in a shape my program can read.

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  2. 2 · Container lab

    How to validate JSON against a schema

    I can check a JSON record against a schema and list every fault.

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  3. 3 · Container lab

    How to repair a bad model answer

    I can retry a bad answer with the error as feedback, a few times and no more.

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  4. 4 · Container lab

    How to extract data from text

    I can turn a paragraph into a record without inventing a value.

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  5. 5 · Container lab

    How to classify text with a model

    I can label text from a fixed list and measure how often the labels are right.

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  6. 6 · Container lab

    How to build a text to records pipeline

    I can build a small pipeline from messy text to checked records.

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Worked in a real lab

Every lesson of this module is worked in a lab started for you alone. The labs it uses:

Teaching a class? Set this module for your students with a teacher guide, marked assignments and a lab for every student.