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Financial AI training guides.
Practical guides on SEC EDGAR data, fine-tuning LLMs on financial text, and building AI products with regulatory filing data.
May 19, 2026 · 6 min read
SEC Filing Types for AI Engineers: S-1, 10-K, 10-Q, 8-K Explained
A practical breakdown of SEC filing types — S-1, 10-K, 10-Q, 8-K, DRS, CORRESP — for AI engineers building financial NLP models, RAG systems, or fine-tuning LLMs on regulatory text.
May 16, 2026 · 6 min read
Free Financial Datasets for AI Training: What Is Actually Worth Using
A practical guide to free financial training data for AI — SEC EDGAR, earnings transcripts, Federal Reserve text, and academic datasets. What to use, what to avoid, and how to evaluate quality.
May 13, 2026 · 7 min read
How to Fine-Tune an LLM on SEC Filings Data
A practical guide to fine-tuning large language models on SEC filings — dataset selection, training approaches, a working code example, and evaluation tips for financial NLP tasks.
May 10, 2026 · 8 min read
SEC EDGAR Dataset: A Complete Guide for AI and NLP Engineers
Everything you need to know about using SEC EDGAR filings as training data for LLMs and NLP models — what the data contains, why it is valuable, how to clean it, and where to download a ready-to-use dataset.