Difference between revisions of "Learning Techniques"

From
Jump to: navigation, search
m
 
(47 intermediate revisions by the same user not shown)
Line 2: Line 2:
 
|title=PRIMO.ai
 
|title=PRIMO.ai
 
|titlemode=append
 
|titlemode=append
−
|keywords=artificial, intelligence, machine, learning, models, algorithms, data, singularity, moonshot, Tensorflow, Google, Nvidia, Microsoft, Azure, Amazon, AWS  
+
|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
−
|description=Helpful resources for your journey with artificial intelligence; videos, articles, techniques, courses, profiles, and tools  
+
 
 +
<!-- Google tag (gtag.js) -->
 +
<script async src="https://www.googletagmanager.com/gtag/js?id=G-4GCWLBVJ7T"></script>
 +
<script>
 +
  window.dataLayer = window.dataLayer || [];
 +
  function gtag(){dataLayer.push(arguments);}
 +
  gtag('js', new Date());
 +
 
 +
  gtag('config', 'G-4GCWLBVJ7T');
 +
</script>
 
}}
 
}}
−
[http://www.youtube.com/results?search_query=Advanced+Learning+Model+deep+machine+ML YouTube search...]
+
[https://www.youtube.com/results?search_query=ai+Advanced+Learning+Technique+Model YouTube]
−
[http://www.google.com/search?q=Advanced+Learning+Model+deep+machine+ML ...Google search]
+
[https://www.quora.com/search?q=ai%20Advanced%20Learning%20Technique%20Model ... Quora]
 +
[https://www.google.com/search?q=ai+Advanced+Learning+Technique+Model ...Google search]
 +
[https://news.google.com/search?q=ai+Advanced+Learning+Technique+Model ...Google News]
 +
[https://www.bing.com/news/search?q=ai+Advanced+Learning+Technique+Model&qft=interval%3d%228%22 ...Bing News]
  
−
* [http://machinelearningmastery.com/types-of-learning-in-machine-learning/ 14 Different Types of Learning in Machine Learning | Jason Brownlee - Machine Learning Mastery]  
+
* [[What is Artificial Intelligence (AI)? | Artificial Intelligence (AI)]] ... [[Generative AI]] ... [[Machine Learning (ML)]] ... [[Deep Learning]] ... [[Neural Network]] ... [[Reinforcement Learning (RL)|Reinforcement]] ... [[Learning Techniques]]
−
* [[PRIMO.ai#Natural Language|Natural Language]]
+
* [[Conversational AI]] ... [[ChatGPT]] | [[OpenAI]] ... [[Bing/Copilot]] | [[Microsoft]] ... [[Gemini]] | [[Google]] ... [[Claude]] | [[Anthropic]] ... [[Perplexity]] ... [[You]] ... [[phind]] ... [[Grok]] | [https://x.ai/ xAI] ... [[Groq]] ... [[Ernie]] | [[Baidu]] ... [[DeepSeek]]
 +
* [https://machinelearningmastery.com/types-of-learning-in-machine-learning/ 14 Different Types of Learning in Machine Learning | Jason Brownlee - Machine Learning Mastery]  
 +
* [[Large Language Model (LLM)#Multimodal|Multimodal Machine Learning]]  
  
−
 
+
<b>Core:</b> four main types of learning problems in machine learning
−
Learning Problems:
+
* [[In-Context Learning (ICL)]] ... [[Context]] ... [[Causation vs. Correlation]] ... [[Autocorrelation]] ... [[Out-of-Distribution (OOD) Generalization]] ... [[Transfer Learning]]
 
* [[PRIMO.ai#Supervised|Supervised Learning]]
 
* [[PRIMO.ai#Supervised|Supervised Learning]]
 +
** [https://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)]]
  
−
 
+
<b>Hybrid:</b> drawing from unsupervised and supervised learning
−
Hybrid Learning Problems:
 
 
* [[PRIMO.ai#Semi-Supervised|Semi-Supervised Learning]]
 
* [[PRIMO.ai#Semi-Supervised|Semi-Supervised Learning]]
 +
** [https://en.wikipedia.org/wiki/Inductive_reasoning Inductive Learning | Wikipedia]
 +
** [https://en.wikipedia.org/wiki/Transduction_(machine_learning) Transductive Learning | Wikipedia]
 
* [[PRIMO.ai#Self-Supervised|Self-Supervised Learning]]
 
* [[PRIMO.ai#Self-Supervised|Self-Supervised Learning]]
−
* Multi-Instance Learning
+
* [https://en.wikipedia.org/wiki/Multiple_instance_learning Multi-Instance Learning | Wikipedia]
−
 
 
−
 
 
−
Statistical Inference:
 
−
* Inductive Learning
 
−
* Deductive Inference
 
−
* Transductive Learning
 
  
  
−
Learning Techniques:
+
<b>Other Techniques:</b>
−
* [[Active Learning]]
+
* [[Deep 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
 
* [[Transfer Learning]] a model trained on one task is re-purposed on a second related task
 +
** [[Text Transfer Learning]]
 +
** [[Image/Video Transfer Learning]]
 +
* [[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)]]
−
* [[Imitation Learning]]
+
* [[Imitation Learning (IL)]]
 +
* [[Lifelong Learning]] - Catastrophic Forgetting Challenge
 +
* [[Neural Structured Learning (NSL)]]
 +
* [[Meta-Learning]]
 +
* [[Online Learning]]
 +
* [[Human-in-the-Loop (HITL) Learning]] / Active Learning
 +
* [[Decentralized: Federated & Distributed]] Learning
 +
* [[Embodied AI| Action Learning ... Embodied AI]]
 
* [[Simulated Environment Learning]]
 
* [[Simulated Environment Learning]]
−
* [[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:

Retrieved from "https://primo.ai/index.php?title=Learning_Techniques&oldid=39112"