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What is Tabular Data?

Tabular Data is structured information organized in tables, typically found in spreadsheets and relational databases. It is widely used in business intelligence, financial analysis, and machine learning models that rely on structured datasets.

Data masking
Data masking is a security technique that replaces real data with fictitious yet structurally similar data to prevent unauthorized access while maintaining usability. It is widely used in testing, analytics, and compliance processes to protect sensitive data such as personally identifiable information (PII) and financial records.
Leakage (machine learning)
Leakage in machine learning refers to unintended exposure of information from training data into the model in a way that artificially inflates its predictive performance. It occurs when test data is improperly included in training or when future information leaks into the training process, leading to overfitting and unreliable real-world model performance.
Multimodal learning
Multimodal learning is an AI technique that integrates multiple types of data inputs, such as text, images, and audio, to improve model performance. It enhances AI applications in areas like medical diagnosis, autonomous systems, and interactive virtual assistants by enabling comprehensive contextual understanding.

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