MLchartDataset catalogue

Transfer learning

Term · Oil and gas · MLC-T-OAG-003885

A machine learning method where a model developed for a task is reused as the starting point for a model on a second, related task. This approach involves taking a pre-trained model and fine-tuning it with a smaller, task-specific dataset. It is particularly effective when the target task has limited training data.

Table 1. Record
IdentifierMLC-T-OAG-003885
FieldOil and gas
SubjectDigital
Record as JSON 
{
  "id": "MLC-T-OAG-003885",
  "term": "Transfer learning",
  "field": "Oil and gas",
  "definition": "A machine learning method where a model developed for a task is reused as the starting point for a model on a second, related task. This approach involves taking a pre-trained model and fine-tuning it with a smaller, task-specific dataset. It is particularly effective when the target task has limited training data.",
  "subject": "Digital",
  "url": "https://mlchart.com/terminology/oil-and-gas/transfer-learning/"
}

Record 4,124 of 4,469 in Oil and gas terminology (MLC-0103). Request the full dataset.