Canvas CloudAI
Canvas Cloud AI

Transfer Learning

advanced
ai & ml
Enhanced Content

Definition

Using knowledge gained from training on one task to improve performance on a different but related task. Like a chef who learned French cuisine using those knife skills to quickly learn Japanese cooking.

Real-World Example

A model trained to recognize cats and dogs can be fine-tuned with transfer learning to identify specific dog breeds, requiring far less training data.

Cloud Provider Equivalencies

All four platforms support transfer learning by letting you start from a pre-trained model (often from a model hub), then fine-tune it on your own labeled data using managed training jobs, GPUs, and deployment endpoints.

AWS
Amazon SageMaker
AZ
Azure Machine Learning
GCP
Vertex AI
OCI
OCI Data Science

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