Learning Patterns

Glassdoor case study

YOE Salary
1 30,000
2 40,000
4 60,000


Machine Learning Model

Problems with Unknown Models

Problems with Known Models

Core Types of Learning

  1. Supervised Learning
  2. Unsupervised Learning
  3. Reinforcement Learning
  4. Self-Supervised Learning

Advanced Types of Learning

  1. Semi-Supervised Learning
  2. Weakly Supervised Learning
  3. Active Learning
  4. Meta-Learning
  5. Transfer Learning
  6. Zero-Shot, One-Shot, Few-Shot Learning
  7. Continual Learning
  8. Online Learning
  9. Multi-Task Learning
  10. Federated Learning
  11. Representation Learning

Tasks

  1. Classification
  2. Regression
  3. Clustering / Density Estimation
  4. Dimensionality Reduction

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