Data Poisoning via Malicious URLs: Infrastructure Compromise in ETL Pipelines
A deep architectural analysis of infrastructure compromise via malicious URIs embedded within Parquet and CSV training datasets. Mitigation via streaming static analysis.
3 docs tagged with "parquet"
View all tagsPreventing Data Poisoning in LLM Fine-Tuning Pipelines
A deep architectural guide to mitigating data poisoning, malicious URL ingestion, and prompt injection in Terabyte-scale Parquet/CSV datasets via streaming static analysis.
Preventing PII Leakage in LLM-Generated Synthetic Datasets
LLMs used for synthetic data generation frequently regurgitate real PII from their training data. Learn how to implement streaming Zero-Shot NER to sanitize datasets at scale.