कैसे शुरू करें
इकोसिस्टम संदर्भ के साथ शुरू करें, स्टार्ट रिपॉजिटरी, सार्वजनिक लाइव स्ट्रीम, पॉडकास्ट और सीखने के समूह। वेबसाइट एक स्थिर सार्वजनिक मानचित्र प्रदान करती है, जबकि डिस्कॉर्ड और नियमित घटनाएँ सिंक्रनाइज़ भागीदारी प्रदान करती हैं।
यह पृष्ठ मशीन द्वारा अंग्रेज़ी से हिंदी में अनुवादित किया गया था। अंग्रेज़ी मूल देखें
सीखने वालों और शोधकर्ताओं के लिए संरचित प्रवेश बिंदुओं की तलाश।
सीखना और अनुसंधान
टेक्स्टबुक ग्रुप, वीडियो, पॉडकास्ट, कोर्स, अनुसंधान संसाधन, इम्प्लीमेंटेशन और तकनीकी आधार।
इस पेज पर
सीखना और अनुसंधान गाइड
सीखने के संसाधन नए और अनुभवी भाग लेने वालों को जीवित संदर्भों, लाइव स्ट्रीम्स, एक्टिव इन्फ़रेंस इनसाइट्स, पाठ्यपुस्तक समूहों, पढ़ाई सामग्री, कोड इम्प्लीमेंटेशन और डोमेन-विशिष्ट पाठ्यक्रमों की ओर इशारा करते हैं।
मूल पठन
Learning pathways include the 2022 textbook by Thomas Parr, Giovanni Pezzulo, and Karl J. Friston; the 2026 textbook Fundamentals of Active Inference: Principles, Algorithms, and Applications of the Free Energy Principle for Engineers by Sanjeev V. Namjoshi, now the focus of the Textbook Group's first 2026 cohort; Maxwell Ramstead's 2023 precis; Jared Tumiel's Spinning Up in Active Inference; Beren Millidge's paper repository; and work on Active Inference ontology and teams.
कोर्स और ग्रुप्स
सीखने के सतहों में एक्टिव इन्फ़रेंस के मूल सिद्धांत, टेक्स्टबुक ग्रुप, सामाजिक विज्ञान पाठ्यक्रम, भौतिकी पाठ्यक्रम, RxInfer.jl सीखने का समूह, मौसमी स्कूल और सिद्धांतकारी न्यूरोबायोलॉजी चर्चाएँ शामिल हैं।
कार्यान्वयन
कार्यान्वयन के मार्गों में RxInfer.jl, PyMDP, SPM, संकेतात्मक कॉग्निटिव रोबोटिक्स और खुले रिपॉजिटरी शामिल हैं। ये व्यावहारिक मॉडलिंग और प्रयोगों का समर्थन करते हैं।
तकनीकी वृक्ष अन्वेषक
एक्टिव इन्फ़रेंस लर्निंग ग्राफ़ का अन्वेषण करें
एक इंटरैक्टिव मानचित्र जो एक्टिव इन्फ़रेंस और फ्री एनर्जी प्रिंसिपल के तकनीकी पेड़ों में अवधारणाओं, तरीकों और उपकरणों को दर्शाता है। एक नोड चुनें ताकि उसके पड़ोसियों को उजागर किया जा सके; संबंध प्रकार के अनुसार फ़िल्टर करें।
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मुख्य सतहें
एक नज़र में सीखना और अनुसंधान
टेक्स्टबुक ग्रुप
A collaborative path through Active Inference foundations — 9 cohorts on the 2022 textbook, now in its first 2026 cohort on Namjoshi's Fundamentals of Active Inference.
लाइव स्ट्रीम्स
सार्वजनिक अपडेट, सेमिनार, मॉडल स्ट्रीम, गेस्ट स्ट्रीम और शैक्षिक रिकॉर्डिंग्स।
एक्टिव इन्फ़रेंस इनसाइट्स
सार्वजनिक मीडिया चैनलों के माध्यम से उपलब्ध संवादात्मक पॉडकास्ट सामग्री।
अनुसंधान संसाधन
संदर्भ, रिपॉजिटरी, पेपर्स, ऑन्टोलॉजी और कार्यान्वयन के लिंक.
सीखने का नक्शा
कल्पों, तरीकों और उपयोगों के माध्यम से एक संरचित मार्ग।
कार्यान्वयन
रिएक्टिव इन्फ़रेंस जेएल, पायमडी, एसपीएम, और संकेतात्मक कॉग्निटिव रोबोटिक्स.
विचार और तरीके
सीखने के ग्राफ से अवधारणाएँ और तरीके
एक संक्षिप्त चयन सक्रिय निष्कर्षण और मुक्त ऊर्जा सिद्धांत तकनीकी पेड़ के नोड्स से.
| Idea | Type | Maturity | Summary | Tags | Tree |
|---|---|---|---|---|---|
| Action as Active Inference | Application | Established | Action as the process of changing the world to fulfill predictions, minimizing free energy by acting on the environment rather than updating beliefs. | action, embodied, motor | Active Inference |
| Learning as Model Update | Application | Established | Learning as the slow update of generative model parameters to minimize long-term free energy, encompassing synaptic plasticity and structure learning. | learning, model-update, plasticity | Active Inference |
| Perception as Inference | Application | Established | Perception understood as Bayesian inference — updating internal generative models to explain away prediction errors from sensory input. | inference, perception, sensory | Active Inference |
| Active Inference | Concept | Established | The process theory derived from the Free Energy Principle: agents act to fulfill predictions and minimize expected free energy through perception and action. | active-inference, process-theory | Active Inference |
| Allostasis | Concept | Advanced | Predictive homeostasis — anticipatory regulation that adjusts setpoints based on expected future demands rather than reacting to deviations. | anticipatory, predictive, regulation | Free Energy Principle |
| Autopoiesis | Concept | Established | Self-producing systems as defined by Maturana and Varela — living systems that continuously produce and maintain themselves. | maturana, self-production, varela | Free Energy Principle |
| Entropy | Concept | Established | A measure of uncertainty or disorder in a probability distribution, connecting information theory to thermodynamics. | disorder, entropy, uncertainty | Free Energy Principle |
| Expected Free Energy | Concept | Established | The objective function for policy selection in active inference, combining epistemic (information-seeking) and pragmatic (goal-seeking) drives. | efe, epistemic, policy-selection, pragmatic | Active Inference |
संबंधित संसाधन
इस पेज के लिए सार्वजनिक लिंक
बाहरी लिंक साझा रजिस्ट्री से हल किए जाते हैं, इसलिए आगंतुकों के लिए गंतव्य केंद्रीकृत और जाँच योग्य रहते हैं।
Weekly updates
Audience: Newcomer
Recurring public update surface for activity orientation and current work.
communityweekly
Start repository
Audience: Learner
Learning repository for getting started with Active Inference materials and pathways.
learningstart-repo
Ecosystem shortlink
Audience: Researcher
Public ecosystem shortlink for Institute context, projects, activities, and conceptual maps.
researchecosystem
YouTube channel
Audience: Newcomer
Public video channel for seminars, streams, educational sessions, and community recordings.
mediayoutube
Videos and podcasts shortlink
Audience: Newcomer
Public videos and podcasts shortlink for browsing recordings by format and topic.
mediavideo
Podcast feed
Audience: Newcomer
Podcast destination for Active Inference conversations and interviews.
mediapodbean
GitHub organization
Audience: Developer
Public GitHub organization for Institute repositories and open-source work.
projectsgithub-org
Generalized Notation Notation repository
Audience: Developer
Generalized Notation Notation project repository for model communication.
projectsgnn
Active Inference Journal repository
Audience: Researcher
Research and publication-oriented repository for the Active Inference Journal.
researchjournal
Active Inference livestream introduction
Audience: Learner
Public livestream surfaced from the official site.
videointrolearning
FEP and Active Inference papers repository
Audience: Researcher
External paper repository surfaced from the official research page.
papersresearchfep
Ramstead et al. Bayesian Mechanics precis (arXiv)
Audience: Researcher
Reachable arXiv reference surfaced from the official research page.
arxivresearchactive-inference
आधिकारिक पृष्ठ
ऑफिशियल इंस्टीट्यूट सरफेसेज़
ActiveInference.org landing page
Audience: Newcomer
Current public Institute landing page with mission, vision, nonprofit status, community metrics, and Get Started pathway.
officialmissionoverview
START documentation site
Audience: Learner
Public documentation for START, a tailored Active Inference research and training system.
learningcurriculumstart-repo
Textbook Group shortlink
Audience: Learner
Public Textbook Group shortlink for cohort and learning-group coordination.
textbooklearning
Mentorship pathway
Audience: Contributor
Public mentorship pathway for guided participation and learning.
mentorshipprogram
Active Inference knowledge base
Audience: Learner
Published Active Inference knowledge base.
obsidianknowledgeactive-inference
Active Inference Ontology shortlink
Audience: Researcher
Public Active Inference Ontology shortlink for shared conceptual infrastructure.
ontologyresearch
RxInfer learning group
Audience: Developer
Public RxInfer learning-group shortlink for implementation-oriented Active Inference work.
rxinferimplementation
Wave Hypothesis shortlink
Audience: Researcher
Public Wave Hypothesis shortlink.
wave-hypothesisresearch
रिपॉजिटरीज़
संबंधित ओपन-सोर्स रिपॉजिटरीज़
act_inf_metaanalysis
Audience: Researcher
Computational meta-analysis of Active Inference literature with nanopublication and knowledge-graph outputs.
researchknowledgetex
ActInf_RxInfer
Audience: Learner
Active Inference and RxInfer.jl
learningimplementationunclassified
Active_Inference_Ontology
Audience: Researcher
Ontology-oriented repository for shared Active Inference concepts and decentralized science knowledge infrastructure.
researchknowledgeunclassified
ActiveInferenceCategoryTheory
Audience: Researcher
Active Inference & Category Theory
researchknowledgeunclassified
ActiveInferenceImplementations
Audience: Learner
For learning and exploring Probabilistic Inference
learningimplementationjupyter-notebook
ActiveInferenceJournal
Audience: Researcher
Public content repository for the Active Inference Journal and related publication infrastructure.
researchknowledgehtml
AEOS
Audience: Researcher
Active Entity Ontology for Science
researchknowledgeunclassified
CEREBRUM
Audience: Researcher
Case-enabled Bayesian reasoning engine for unified modeling and cognitive representations.
researchknowledgepython