Difference between revisions of "Learning Techniques"

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|title=PRIMO.ai
 
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|keywords=artificial, intelligence, machine, learning, models, algorithms, data, singularity, moonshot, Tensorflow, Google, Nvidia, Microsoft, Azure, Amazon, AWS  
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|keywords=ChatGPT, artificial, intelligence, machine, learning, GPT-4, GPT-5, NLP, NLG, NLC, NLU, models, data, singularity, moonshot, Sentience, AGI, Emergence, Moonshot, Explainable, TensorFlow, Google, Nvidia, Microsoft, Azure, Amazon, AWS, Hugging Face, OpenAI, Tensorflow, OpenAI, Google, Nvidia, Microsoft, Azure, Amazon, AWS, Meta, LLM, metaverse, assistants, agents, digital twin, IoT, Transhumanism, Immersive Reality, Generative AI, Conversational AI, Perplexity, Bing, You, Bard, Ernie, prompt Engineering LangChain, Video/Image, Vision, End-to-End Speech, Synthesize Speech, Speech Recognition, Stanford, MIT |description=Helpful resources for your journey with artificial intelligence; videos, articles, techniques, courses, profiles, and tools
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|description=Helpful resources for your journey with artificial intelligence; videos, articles, techniques, courses, profiles, and tools  
 
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}}
 
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[http://www.youtube.com/results?search_query=Advanced+Learning+Model+deep+machine+ML YouTube search...]
 
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[http://www.google.com/search?q=Advanced+Learning+Model+deep+machine+ML ...Google search]
 
  
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<!-- Google tag (gtag.js) -->
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<script async src="https://www.googletagmanager.com/gtag/js?id=G-4GCWLBVJ7T"></script>
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<script>
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  window.dataLayer = window.dataLayer || [];
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  function gtag(){dataLayer.push(arguments);}
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  gtag('js', new Date());
  
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* [http://machinelearningmastery.com/types-of-learning-in-machine-learning/ 14 Different Types of Learning in Machine Learning | Jason Brownlee - Machine Learning Mastery]  
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  gtag('config', 'G-4GCWLBVJ7T');
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}}
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Learning Problems:
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[https://www.youtube.com/results?search_query=ai+Advanced+Learning+Technique+Model YouTube]
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[https://www.quora.com/search?q=ai%20Advanced%20Learning%20Technique%20Model ... Quora]
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[https://www.google.com/search?q=ai+Advanced+Learning+Technique+Model ...Google search]
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[https://news.google.com/search?q=ai+Advanced+Learning+Technique+Model ...Google News]
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[https://www.bing.com/news/search?q=ai+Advanced+Learning+Technique+Model&qft=interval%3d%228%22 ...Bing News]
  
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* Supervised Learning
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* [[What is Artificial Intelligence (AI)? | Artificial Intelligence (AI)]] ... [[Generative AI]] ... [[Machine Learning (ML)]] ... [[Deep Learning]] ... [[Neural Network]] ... [[Reinforcement Learning (RL)|Reinforcement]] ... [[Learning Techniques]]
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* Unsupervised Learning
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* [[Conversational AI]] ... [[ChatGPT]] | [[OpenAI]] ... [[Bing/Copilot]] | [[Microsoft]] ... [[Gemini]] | [[Google]] ... [[Claude]] | [[Anthropic]] ... [[Perplexity]] ... [[You]] ... [[phind]] ... [[Grok]] | [https://x.ai/ xAI] ... [[Groq]] ... [[Ernie]] | [[Baidu]] ... [[DeepSeek]]
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* Reinforcement Learning
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* [https://machinelearningmastery.com/types-of-learning-in-machine-learning/ 14 Different Types of Learning in Machine Learning | Jason Brownlee - Machine Learning Mastery]
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* [[Large Language Model (LLM)#Multimodal|Multimodal Machine Learning]]
  
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Hybrid Learning Problems:
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<b>Core:</b> four main types of learning problems in machine learning
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* [[In-Context Learning (ICL)]] ... [[Context]] ... [[Causation vs. Correlation]] ... [[Autocorrelation]] ... [[Out-of-Distribution (OOD) Generalization]] ... [[Transfer Learning]]
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* [[PRIMO.ai#Supervised|Supervised Learning]]
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** [https://en.wikipedia.org/wiki/Deductive_classifier Deductive Inference | Wikipedia]
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* [[PRIMO.ai#Unsupervised|Unsupervised Learning]]
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* [[PRIMO.ai#Reinforcement Learning (RL)|Reinforcement Learning (RL)]]
  
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* Semi-Supervised Learning
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<b>Hybrid:</b> drawing from unsupervised and supervised learning
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* Self-Supervised Learning
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* [[PRIMO.ai#Semi-Supervised|Semi-Supervised Learning]]
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* Multi-Instance Learning
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** [https://en.wikipedia.org/wiki/Inductive_reasoning Inductive Learning | Wikipedia]
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** [https://en.wikipedia.org/wiki/Transduction_(machine_learning) Transductive Learning | Wikipedia]
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* [[PRIMO.ai#Self-Supervised|Self-Supervised Learning]]
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* [https://en.wikipedia.org/wiki/Multiple_instance_learning Multi-Instance Learning | Wikipedia]
  
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Statistical Inference:
 
  
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7. Inductive Learning
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<b>Other Techniques:</b>
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8. Deductive Inference
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* [[Deep Learning]]
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9. Transductive Learning
 
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Learning Techniques:
 
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* [[Active Learning]]
 
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* [[Online Learning]]
 
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* [[Text Transfer Learning]]
 
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* [[Image/Video Transfer Learning]]
 
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* [[Few Shot Learning]]
 
 
* [[Transfer Learning]] a model trained on one task is re-purposed on a second related task
 
* [[Transfer Learning]] a model trained on one task is re-purposed on a second related task
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** [[Text Transfer Learning]]
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** [[Image/Video Transfer Learning]]
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* [[Few Shot Learning]] ... [[Few Shot Learning#One-Shot Learning|One-Shot Learning]] ... [[Few Shot Learning#Zero-Shot Learning|Zero-Shot Learning]]
 
* [[Ensemble Learning]]
 
* [[Ensemble Learning]]
 
* [[Multi-Task Learning (MTL)]]
 
* [[Multi-Task Learning (MTL)]]
 
* [[Apprenticeship Learning - Inverse Reinforcement Learning (IRL)]]
 
* [[Apprenticeship Learning - Inverse Reinforcement Learning (IRL)]]
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* [[Imitation Learning]]
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* [[Imitation Learning (IL)]]
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* [[Lifelong Learning]] - Catastrophic Forgetting Challenge
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* [[Neural Structured Learning (NSL)]]
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* [[Meta-Learning]]
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* [[Online Learning]]
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* [[Human-in-the-Loop (HITL) Learning]] / Active Learning
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* [[Decentralized: Federated & Distributed]] Learning
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* [[Embodied AI| Action Learning ... Embodied AI]]
 
* [[Simulated Environment Learning]]
 
* [[Simulated Environment Learning]]
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* [[Lifelong Learning]] - Catastrophic Forgetting Challenge
 

Latest revision as of 05:58, 30 January 2025

YouTube ... Quora ...Google search ...Google News ...Bing News

Core: four main types of learning problems in machine learning

Hybrid: drawing from unsupervised and supervised learning


Other Techniques:

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