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Santosh Borse

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Generative AI Model Data Pre-Training on Kubernetes: A Use Case StudyDevConf.US 20252025-09-19
Shows a production pipeline using Kubeflow Pipelines + KubeRay to spin up Ray clusters, run deduplication, tokenization and content classification, then tear…
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Preparing data for LLM training with Data Prep KitPyData NYC 20242024-11-06
Claims a production pipeline and an open source tool called Data Prep Kit (DPK) that actually turns Common Crawl into training-ready Parquet, using PDF/HTML…
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Preparing Data for LLM pretraining using open source Data Prep KitPyData NYC 20242024-11-06
Starts from Common Crawl and other sources and shows actual steps: PDF→par extraction, paragraph chunking, exact and fuzzy deduplication that drops ~60–70%…
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