In machine learning, especially classification:? are there other kinds of machine learning?
Q: In machine learning, especially classification:? are there other kinds of machine learning?
Major Types of Machine Learning Tasks
| Type | Description | Example Use Case |
|---|---|---|
| 1. Classification | Predict discrete labels (categories) | Handwritten digit recognition (0–9) |
| 2. Regression | Predict continuous values | Predict house price from features |
| 3. Clustering | Group similar data without labels | Customer segmentation |
| 4. Dimensionality Reduction | Compress data while preserving structure | PCA for visualization or compression |
| 5. Anomaly Detection | Find rare or unusual patterns | Credit card fraud detection |
| 6. Reinforcement Learning | Learn through interaction with an environment | Training a robot or game AI |
| 7. Generative Modeling | Create new data like images, text, audio | Text generation, image synthesis |
No comments:
Post a Comment