Lessons

lesson

- Intro to Synthetic Data and Why It Matters in Modern AI - What Synthetic Data Really Is vs Common Misconceptions - How Synthetic Data Fills Gaps When Real Data Is Limited or Unsafe - The Synthetic Data Flywheel: Generate → Evaluate → Iterate - Using Synthetic Data Across Pretraining, Finetuning, and Evaluation - Synthetic Data for RAG: How It Stress-Tests Retrieval Systems - Fine-Tuning with Synthetic Examples to Update Model Behavior - When to Use RAG vs Fine-Tuning for Changing Information - Building RAG Systems Like Lego: LLM + Vector DB + Retrieval - How Vector Databases Reduce Hallucinations and Improve Accuracy - Generating Edge Cases, Adversarial Queries, and Hard Negatives - Control Knobs for Diversity: Intent, Persona, Difficulty, Style - Guardrails and Bias Control Using Prompt Engineering and DPO - Privacy Engineering with Synthetic Data for Safe Testing - Debugging AI Apps Using Synthetic Data Like a Developer Debugs Code - LLM-as-Judge for Fast, Cheap, Scalable Data Quality Checks - Axial Coding: Turning Model Failures Into Actionable Error Clusters - Evaluation-First Loops: The Only Way to Improve Synthetic Data Quality - Components of High-Quality Prompts for Synthetic Data Generation - User Query Generators for Realistic Customer Support Scenarios - Chatbot Response Generators for Complete and Partial Solutions - Error Analysis to Catch Hallucinations, Bias, and Structure Failures - Human + LLM Evaluation: Combining Experts With Automated Judges - Model Cards and Benchmarks for Understanding Model Capabilities

zaoyang

lesson

Async Storage is a lightweight key-value database built specifically for React Native.

Devin Abbott

Houssein Djirdeh

Anthony Accomazzo

lesson

To help us get started, we'll begin by introducing a mock data array of rental listings in this lesson. This will help us get started before we begin to address more appropriate data persistence.

Hassan Djirdeh

Jing Chen

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This lesson, focus on saving and reusing prefetched data sources efficiently using context and a custom data-loading function.

Richard Oliver Bray

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We will learn how to fetch data on an event

Richard Oliver Bray

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Here we'll learn how to create an efficient data cache

Richard Oliver Bray

lesson

We will learn how to fetch data before the component loads

Richard Oliver Bray

lesson

Going through the problems with other libraries

Richard Oliver Bray

lesson

Victor

lesson

Victor

lesson

Building and sorting a DataTable with DataTableSource

Isaac Lyman

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Futures and widget state initialization

Isaac Lyman