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Data Democratization: Enabling Everyone in an Organisation to Work with Data Comfortably

Data is no longer a specialist asset used only by analysts or IT teams. In many organisations, decisions about hiring, marketing, sales, finance, and...

Regular Expressions for Extraction: Patterns That Turn Text into Structured Data

Text data rarely arrives in clean columns. You may receive CRM notes, chat transcripts, exported reports, website form responses, or application logs where the...

XSS Filter Evasion: Advanced Techniques Used by Attackers to Bypass Simple Input Sanitization Functions

Imagine a high-security museum with laser grids, motion detectors, and reinforced doors. Everything appears impenetrable. Yet a master thief quietly enters not through brute...

Offline Reinforcement Learning: Learning Robust Policies from Static Data

Offline Reinforcement Learning (offline RL) is a branch of reinforcement learning that learns decision-making policies using only a fixed dataset of past experience. Unlike...

Active Learning Strategies for Labeling Efficiency: Smarter Sample Selection for Manual Annotation

Manual annotation is one of the most expensive and time-consuming steps in building machine learning systems. Whether you are tagging customer emails, classifying medical...

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