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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[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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Learning Problems
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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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1. Supervised Learning
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  gtag('config', 'G-4GCWLBVJ7T');
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2. Unsupervised Learning
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</script>
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3. Reinforcement Learning
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}}
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[https://www.youtube.com/results?search_query=ai+Advanced+Learning+Technique+Model YouTube]
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Hybrid Learning Problems
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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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4. Semi-Supervised Learning
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[https://news.google.com/search?q=ai+Advanced+Learning+Technique+Model ...Google News]
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5. Self-Supervised Learning
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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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6. Multi-Instance Learning
 
  
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Statistical Inference
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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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* [[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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* [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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7. Inductive Learning
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<b>Core:</b> four main types of learning problems in machine learning
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8. Deductive Inference
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* [[In-Context Learning (ICL)]] ... [[Context]] ... [[Causation vs. Correlation]] ... [[Autocorrelation]] ... [[Out-of-Distribution (OOD) Generalization]] ... [[Transfer Learning]]
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9. Transductive 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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Learning Techniques
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<b>Hybrid:</b> drawing from unsupervised and supervised learning
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* [[PRIMO.ai#Semi-Supervised|Semi-Supervised 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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* [[Active Learning]]
 
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* [[Online Learning]]
 
  
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* [[Text Transfer Learning]]
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<b>Other Techniques:</b>
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* [[Image/Video Transfer Learning]]
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* [[Deep 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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