Learning and Research | Active Inference Institute

على هذه الصفحة

التعلم والبحث دليل

أفضل الإجراءات التالية

مسار التعلم والبحث

ابدأ بالروابط العامة الأعلى إشارة لهذا الصفحة، ثم استمر عبر عروض الموارد والدلائل ذات الصلة.

Start learningLearning Open knowledge baseLearning الموارد المصفاة الدليل العالمي استدلال نشط الأنشطة

توجه موارد التعلم المبتدئين والمشاركين ذوي الخبرة نحو المراجع الحية، والبث المباشر، وملخصات الاستدلال النشط، ومجموعات الكتب المدرسية، والقراءات، وتنفيذات الكود، والدورات المتخصصة في المجال.

كيفية البدء

ابدأ بالمرجع النظامي، مستودع البداية، البث المباشر العام، البودكاست، ومجموعات التعلم. يوفر الموقع خريطة عامة مستقرة، بينما توفر ديسكورد والأحداث المتكررة المشاركة المتزامنة.

Ecosystem shortlinkResearch Start repositoryLearning YouTube channelMedia Videos and podcasts shortlinkMedia Discord inviteCommunity

القراءات الأساسية

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.

Start repositoryLearning Fundamentals of Active Inference (MIT Press, 2026)Learningfundamentals repositoryRepository Ramstead et al. Bayesian Mechanics precis (arXiv)ResearchSpinning Up in Active Inference and the Free Energy PrincipleResearch FEP and Active Inference papers repositoryResearch

الدورات والمجموعات

تشمل أسطح التعلم أساسيات الاستدلال النشط، ومجموعة الكتب المدرسية، وكورس العلوم الاجتماعية، وكورس الفيزياء، ومجموعة تعلم RxInfer.jl، والمدرسة الموسمية، ومحادثات علم الأعصاب النظري.

Weekly updatesCommunity YouTube channelMedia

التنفيذات

تشمل مسارات التنفيذ RxInfer.jl، وPyMDP، وSPM، والروبوتات المعرفية الرمزية، والمستودعات المفتوحة. هذه تدعم النمذجة والتجرية العملية.

GitHub organizationProjects

مستكشف شجرة التكنولوجيا

استكشف مخطط التعلم لـ «الاستدلال النشط

خريطة تفاعلية تعرض المفاهيم والأساليب والأدوات عبر أشجار التقنيات لمبادئ الاستدلال النشط والطاقة الحرة. اختر عقدة لإبراز جيرانها؛ تصفية حسب نوع العلاقة.

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Open the full idea and ontology tables

الأسطح الرئيسية

التعلم والبحث في لمحة سريعة

مجموعة الكتاب المدرسي

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.

Start repositoryLearning Fundamentals of Active Inference (MIT Press, 2026)Learning

البث المباشر

التحديثات العامة، والندوات، وبث النماذج، والبث الضيف، والتسجيلات التعليمية.

YouTube channelMedia Videos and podcasts shortlinkMedia

نظرات الاستدلال النشط

مواد البودكاست التفاعلية المتاحة عبر قنوات الإعلام العامة.

Podcast feedMedia YouTube channelMedia

موارد البحث

المراجع، المستودعات، الأوراق البحثية، الأونطولوجيات، وروابط التنفيذ.

GitHub organizationProjects

خريطة التعلم

مسار منظم عبر المفاهيم، والمنهجيات، والتطبيقات.

Start repositoryLearning

التنفيذات

RxInfer.jl، PyMDP، SPM، وروبوتات معرفية رمزية.

GitHub organizationProjects

الأفكار والأساليب

مفاهيم ومنهجيات من رسم بياني للتعلم

اختيار موجز من عقد "الاستدلال النشط" ومبدأ الطاقة الحرة.

Public ideas and methods from the Active Inference concept graph.
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

Open the full Open Source Map

الموارد ذات الصلة

روابط عامة لهذه الصفحة

تُحل الروابط الخارجية من السجل المشترك بحيث تظل الوجهات الظاهرة للزوار مركزية وقابلة للفحص.

Community

Weekly updates

Audience: Newcomer

Recurring public update surface for activity orientation and current work.

communityweekly

Activities Get Involved

Learning

Start repository

Audience: Learner

Learning repository for getting started with Active Inference materials and pathways.

learningstart-repo

Learning and Research Active Inference

Research

Ecosystem shortlink

Audience: Researcher

Public ecosystem shortlink for Institute context, projects, activities, and conceptual maps.

researchecosystem

About the Institute Ecosystem

Media

YouTube channel

Audience: Newcomer

Public video channel for seminars, streams, educational sessions, and community recordings.

mediayoutube

Learning and Research Activities

Media

Videos and podcasts shortlink

Audience: Newcomer

Public videos and podcasts shortlink for browsing recordings by format and topic.

mediavideo

Activities Learning and Research

Media

Podcast feed

Audience: Newcomer

Podcast destination for Active Inference conversations and interviews.

mediapodbean

Learning and Research Activities

Repository / Projects

GitHub organization

Audience: Developer

Public GitHub organization for Institute repositories and open-source work.

projectsgithub-org

Projects Programs

Repository / Projects

Generalized Notation Notation repository

Audience: Developer

Generalized Notation Notation project repository for model communication.

projectsgnn

Projects Learning and Research

Research

Active Inference Journal repository

Audience: Researcher

Research and publication-oriented repository for the Active Inference Journal.

researchjournal

Projects Learning and Research

Media / Learning

Active Inference livestream introduction

Audience: Learner

Public livestream surfaced from the official site.

videointrolearning

Learning and Research Active Inference

Research

FEP and Active Inference papers repository

Audience: Researcher

External paper repository surfaced from the official research page.

papersresearchfep

Learning and Research Ecosystem

Research

Ramstead et al. Bayesian Mechanics precis (arXiv)

Audience: Researcher

Reachable arXiv reference surfaced from the official research page.

arxivresearchactive-inference

Learning and Research Active Inference

الصفحات الرسمية

أسطح المعهد الرسمي

Official page / Institute

ActiveInference.org landing page

Audience: Newcomer

Current public Institute landing page with mission, vision, nonprofit status, community metrics, and Get Started pathway.

officialmissionoverview

About the Institute Get Involved Ecosystem

Official page / Learning

START documentation site

Audience: Learner

Public documentation for START, a tailored Active Inference research and training system.

learningcurriculumstart-repo

Learning and Research Active Inference

Official page / Learning

Textbook Group shortlink

Audience: Learner

Public Textbook Group shortlink for cohort and learning-group coordination.

textbooklearning

Learning and Research Activities

Official page / Participation

Mentorship pathway

Audience: Contributor

Public mentorship pathway for guided participation and learning.

mentorshipprogram

Programs Learning and Research

Official page / Learning

Active Inference knowledge base

Audience: Learner

Published Active Inference knowledge base.

obsidianknowledgeactive-inference

Learning and Research Active Inference

Official page / Research

Active Inference Ontology shortlink

Audience: Researcher

Public Active Inference Ontology shortlink for shared conceptual infrastructure.

ontologyresearch

Ecosystem Projects

Official page / Learning

RxInfer learning group

Audience: Developer

Public RxInfer learning-group shortlink for implementation-oriented Active Inference work.

rxinferimplementation

Learning and Research Projects

Official page / Research

Wave Hypothesis shortlink

Audience: Researcher

Public Wave Hypothesis shortlink.

wave-hypothesisresearch

Ecosystem Learning and Research

المستودعات

المستودعات المصدرية المفتوحة ذات الصلة

Repository / Research

act_inf_metaanalysis

Audience: Researcher

Computational meta-analysis of Active Inference literature with nanopublication and knowledge-graph outputs.

TeX / 4 stars / updated 2026-05-04

researchknowledgetex

Learning and Research Ecosystem

Repository / Tools

ActInf_RxInfer

Audience: Learner

Active Inference and RxInfer.jl

Unspecified / 2 stars / updated 2025-04-03

learningimplementationunclassified

Learning and Research Active Inference

Repository / Research

Active_Inference_Ontology

Audience: Researcher

Ontology-oriented repository for shared Active Inference concepts and decentralized science knowledge infrastructure.

Unspecified / 14 stars / updated 2026-05-18

researchknowledgeunclassified

Learning and Research Ecosystem

Repository / Research

ActiveInferenceCategoryTheory

Audience: Researcher

Active Inference & Category Theory

Unspecified / 10 stars / updated 2025-02-03

researchknowledgeunclassified

Learning and Research Ecosystem

Repository / Learning

ActiveInferenceImplementations

Audience: Learner

For learning and exploring Probabilistic Inference

Jupyter Notebook / 0 stars / updated 2024-09-21

learningimplementationjupyter-notebook

Learning and Research Active Inference

Repository / Research

ActiveInferenceJournal

Audience: Researcher

Public content repository for the Active Inference Journal and related publication infrastructure.

HTML / 43 stars / updated 2026-05-25

researchknowledgehtml

Learning and Research Ecosystem

Repository / Research

AEOS

Audience: Researcher

Active Entity Ontology for Science

Unspecified / 8 stars / updated 2025-05-27

researchknowledgeunclassified

Learning and Research Ecosystem

Repository / Research

CEREBRUM

Audience: Researcher

Case-enabled Bayesian reasoning engine for unified modeling and cognitive representations.

Python / 13 stars / updated 2026-06-09

researchknowledgepython

Learning and Research Ecosystem

عرض جميع مستودعات 37 العامة

صفحات ذات صلة

استمر في تصفح الموقع

المبتدئون، والمتعلمون، والباحثون، والمطورون، والمتعاونون. استدلال نشط

الاستدلال النشط هو الإطار العلمي والتطبيقي المركزي الذي تُنظم حوله المعهد أنشطة التعليم والبحث والتطبيقات ودعم النظام البيئي.

المشاركون الباحثون عن طرق متزامنة للتعلم والمساهمة. الأنشطة

الأنشطة هي سطح المشاركة الحية للمعاهد: مجموعات التعلم، وتدفقات النماذج، واجتماعات المشاريع، ووسائل الإعلام العامة، والتحديثات المتكررة.

المُنشئون، والباحثون، والمُحافظون، والشركاء، والمساهمون الباحثون عن عمل ملموس. المشاريع

تحول المشاريع الأفكار المشتركة إلى مستودعات، ونواتج بحثية، وبنية تحتية للتعلم، ووسائط إعلامية، وفعاليات، وعمل تطبيقي.

المتعلمون والطلاب والباحثون الذين يعملون على كتب النظرية الاستدلالية النشطة في بيئة جماعية منظمة. مجموعة الكتاب المدرسي

The Textbook Group is a sustained Institute educational program running structured cohort-based learning through Active Inference textbooks. Since 2022 it has run 9 cohorts on the 2022 textbook 'Active Inference: The Free Energy Principle in Mind, Brain, and Behavior' by Thomas Parr, Giovanni Pezzulo, and Karl J. Friston. As of mid-2026 the group is live in its first cohort on the 2026 textbook 'Fundamentals of Active Inference: Principles, Algorithms, and Applications of the Free Energy Principle for Engineers' by Sanjeev V. Namjoshi.

المتعلمون، والمدرسون، والمهندسون الذين يعملون من خلال كتاب أساسيات الاستدلال النشط. أساسيات الاستدلال النشط

أساسيات الاستدلال النشط هي مشروع نظام بيئي يدعم تطوير ونشر كتاب أساسيات الاستدلال النشط - وهو مقدمة شاملة لمبادئ وخوارزميات وتطبيقات الاستدلال النشط للمهندسين. يستضيف المعهد مجموعة من الطلاب العاملين على هذا الكتاب.