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Data Management

Most ML Tools are databses at their core

Platforms unifying structured and unstructured data

Data Exploration

Data Processing

Managing task dependencies/run models on schedule using a Directed Acyclic Graph workflow of data operations

Feature stores

Datasets

Data Labelling

  • Self supervised learning - models can have elements of data masked and the model can use earlier parts of the data to preidct masked parts
  • Image data augmentation
  • Synthetic data

Labelling Solutions

Data versioning