Difference between revisions of "Learning Techniques"
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[http://www.youtube.com/results?search_query=Advanced+Learning+Model+deep+machine+ML YouTube search...] | [http://www.youtube.com/results?search_query=Advanced+Learning+Model+deep+machine+ML YouTube search...] | ||
[http://www.google.com/search?q=Advanced+Learning+Model+deep+machine+ML ...Google search] | [http://www.google.com/search?q=Advanced+Learning+Model+deep+machine+ML ...Google search] | ||
| + | |||
| + | Learning Problems | ||
| + | |||
| + | 1. Supervised Learning | ||
| + | 2. Unsupervised Learning | ||
| + | 3. Reinforcement Learning | ||
| + | |||
| + | Hybrid Learning Problems | ||
| + | |||
| + | 4. Semi-Supervised Learning | ||
| + | 5. Self-Supervised Learning | ||
| + | 6. Multi-Instance Learning | ||
| + | |||
| + | Statistical Inference | ||
| + | |||
| + | 7. Inductive Learning | ||
| + | 8. Deductive Inference | ||
| + | 9. Transductive Learning | ||
| + | |||
| + | Learning Techniques | ||
| + | |||
| + | * [[Active Learning]] | ||
| + | * [[Online Learning]] | ||
* [[Text Transfer Learning]] | * [[Text Transfer Learning]] | ||
Revision as of 10:28, 8 December 2019
YouTube search... ...Google search
Learning Problems
1. Supervised Learning 2. Unsupervised Learning 3. Reinforcement Learning
Hybrid Learning Problems
4. Semi-Supervised Learning 5. Self-Supervised Learning 6. Multi-Instance Learning
Statistical Inference
7. Inductive Learning 8. Deductive Inference 9. Transductive Learning
Learning Techniques
- Text Transfer Learning
- Image/Video Transfer Learning
- Few Shot Learning
- Transfer Learning a model trained on one task is re-purposed on a second related task
- Ensemble Learning
- Multi-Task Learning (MTL)
- Apprenticeship Learning - Inverse Reinforcement Learning (IRL)
- Imitation Learning
- Simulated Environment Learning
- Lifelong Learning - Catastrophic Forgetting Challenge
