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The tutorial demonstrates streaming a sample of the FineWeb dataset without downloading the full corpus. It covers inspecting schema and metadata, reproducing quality-filtering pipelines, applying MinHash deduplication, verifying token counts with the GPT-2 tokenizer, and generating analytics on domains, language scores, and document lengths.
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