Difference between revisions of "Learning Techniques"
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<b>Learning Problems:</b> three main types of learning problems in machine learning | <b>Learning Problems:</b> three main types of learning problems in machine learning | ||
* [[PRIMO.ai#Supervised|Supervised Learning]] | * [[PRIMO.ai#Supervised|Supervised Learning]] | ||
| + | ** [http://en.wikipedia.org/wiki/Deductive_classifier Deductive Inference | Wikipedia] | ||
* [[PRIMO.ai#Unsupervised|Unsupervised Learning]] | * [[PRIMO.ai#Unsupervised|Unsupervised Learning]] | ||
* [[PRIMO.ai#Reinforcement Learning (RL)|Reinforcement Learning (RL)]] | * [[PRIMO.ai#Reinforcement Learning (RL)|Reinforcement Learning (RL)]] | ||
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<b>Hybrid Learning Problems:</b> The lines between unsupervised and supervised learning is blurry, and there are many hybrid approaches that draw from each field of study. | <b>Hybrid Learning Problems:</b> The lines between unsupervised and supervised learning is blurry, and there are many hybrid approaches that draw from each field of study. | ||
* [[PRIMO.ai#Semi-Supervised|Semi-Supervised Learning]] | * [[PRIMO.ai#Semi-Supervised|Semi-Supervised Learning]] | ||
| + | ** [http://en.wikipedia.org/wiki/Inductive_reasoning Inductive Learning | Wikipedia] | ||
| + | ** [http://en.wikipedia.org/wiki/Transduction_(machine_learning) Transductive Learning | Wikipedia] | ||
* [[PRIMO.ai#Self-Supervised|Self-Supervised Learning]] | * [[PRIMO.ai#Self-Supervised|Self-Supervised Learning]] | ||
* [http://en.wikipedia.org/wiki/Multiple_instance_learning Multi-Instance Learning] | * [http://en.wikipedia.org/wiki/Multiple_instance_learning Multi-Instance Learning] | ||
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<b>Other types of Learning Techniques:</b> | <b>Other types of Learning Techniques:</b> | ||
Revision as of 13:31, 8 December 2019
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- 14 Different Types of Learning in Machine Learning | Jason Brownlee - Machine Learning Mastery
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Learning Problems: three main types of learning problems in machine learning
Hybrid Learning Problems: The lines between unsupervised and supervised learning is blurry, and there are many hybrid approaches that draw from each field of study.
Other types of Learning Techniques:
- Active Learning
- Online Learning
- 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
