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CURRICULUM
← LEARNING INDEX

PART 6 · DATA

PART 6
DATA

6 classes. Each class holds its own standalone lessons.

PART 6 CLASSES

CLASSES, THEN LESSONS.

CLASS 18The API Economy: Give AI Access to the Real World

September 12, 2026 · CLASS 18

The ByeBuy Data Directory: A Map of the Public Data Universe

Use ByeBuy to discover thousands of sources and choose the right path into a product.

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September 12, 2026 · CLASS 18

A Model Knows Patterns. Your Product Needs Facts.

Why useful AI products need live, private, and well-chosen data.

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September 12, 2026 · CLASS 18

Static, Live, Private, and User Data Are Not the Same Thing

Choose the correct kind of data before designing the workflow.

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September 12, 2026 · CLASS 18

From a Data Request to a Product Decision

Follow one request from a source through your product to a useful result.

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CLASS 19Where Do You Get Data?

September 12, 2026 · CLASS 19

A Dataset, a Provider, an API, and a Scraped Website Are Different Things

Learn which kind of source you are actually using before you build on it.

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September 12, 2026 · CLASS 19

The Five Questions to Ask Before You Use a Data Source

Check coverage, freshness, access, rights, and cost before you commit.

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September 12, 2026 · CLASS 19

Free Is a Price, Not a Data Strategy

Understand the limits and operating costs behind a supposedly free source.

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September 12, 2026 · CLASS 19

Build Your First Data Source Map

Turn a product question into a documented, usable source plan.

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CLASS 20Databases for AI Builders

September 12, 2026 · CLASS 20

A Database Is the Part of Your App That Remembers

See why durable application memory belongs in a database.

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September 12, 2026 · CLASS 20

Design Tables Around Real Questions, Not Around Screens

Design data around the decisions your product must make.

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September 12, 2026 · CLASS 20

PostgreSQL, Supabase, and Neon: Learn the Database Before the Dashboard

Understand the database layer before choosing a friendly platform around it.

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CLASS 21SQL Without Becoming a Database Engineer

September 12, 2026 · CLASS 21

SQL Is How You Ask a Database a Precise Question

Use SQL as a way to ask exact questions of structured data.

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September 12, 2026 · CLASS 21

Filter, Sort, Count, and Group: The Questions Products Ask Every Day

Learn the core data operations behind useful dashboards and product features.

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September 12, 2026 · CLASS 21

Joins: How Separate Tables Become One Useful Answer

Connect related records without losing the meaning of either table.

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September 12, 2026 · CLASS 21

Let AI Draft SQL, But You Own the Question and the Safety Check

Use an AI assistant for SQL while keeping review and safety in your hands.

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CLASS 22Embeddings and Vector Search

September 12, 2026 · CLASS 22

Search by Meaning, Not Only by Exact Words

Understand semantic search and when it helps people find the right information.

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September 12, 2026 · CLASS 22

Chunks, Metadata, and Retrieval: The Pieces a Search System Actually Uses

See how a knowledge base is prepared so an AI can retrieve useful context.

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September 12, 2026 · CLASS 22

Vector Search in Postgres: Useful When You Already Have Product Data

Add semantic retrieval to product data without inventing a separate mystery system.

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CLASS 23RAG: Giving AI Access to Your Own Knowledge

September 12, 2026 · CLASS 23

RAG Is a Workflow, Not a Magic Memory Button

Learn the retrieval workflow that gives AI access to trusted knowledge.

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September 12, 2026 · CLASS 23

Build a Small RAG System You Can Inspect

Build a retrieval system whose documents, context, and answers you can actually inspect.

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September 12, 2026 · CLASS 23

Grounded Answers Need Evidence, Evaluation, and a Refresh Plan

Keep a knowledge system trustworthy as its sources and answers change.

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