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bartvanerp committed Jul 15, 2024
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data = (y = observations,)
)
</code>
</pre></p></div></div></div></div></section><section class="section bg-light"><div class=container><div class="row align-items-center"><div class="col-md-6 mb-4 mb-md-0"><div><img src=/rxinfer-website/images/lgssm_scaling.svg alt class=img-fluid></div></div><div class=col-md-6><h2 class=section-title>RxInfer is fast</h2><p>RxInfer exploits the modularity of factor graphs to perform fast message passing-based probabilistic inference that scales linearly with the size of your model. We generally outperform state-of-the-art sampling-based packages by several orders of magnitude. The efficiency of RxInfer makes it easier to process streaming data sources in real time.</p><a href=https://reactivebayes.github.io/RxInfer.jl/stable/examples/overview/ title="Check out some examples" class=btn-link>Check out some examples <i class="fas fa-arrow-right"></i></a></div></div></div></section><section class=section><div class=container><div class="row align-items-center"><div class="col-md-6 order-2 order-md-1"><h2 class=section-title>Solve complex problems</h2><p></p></div><div class="col-md-6 order-1 order-md-2 mb-4 mb-md-0"></div></div><div class="row align-items-center justify-content-center text-center text-md-left"><div class="col-lg-8 col-md-10 col-sm-12 text-md-left"><h3 class=section-title>Track hidden states of a dynamic system in real-time</h3><p>Unveil real-time insights into dynamic systems with our software's prowess in tracking hidden states. By providing continuous monitoring and analysis, our tool empowers you to gain a deeper understanding of complex processes, enabling informed decision-making and proactive responses.</p></div><div class="col-lg-4 col-md-2 col-sm-0"></div></div><div class="row align-items-center justify-content-center text-center text-md-left" style=padding-top:3em><div class=col-12><video autoplay loop muted playsinline src=/rxinfer-website/videos/nlds.webm style=width:100%></video></div></div><div class="row align-items-center justify-content-center text-center text-md-left"><div class="col-lg-4 col-md-2 col-sm-0"></div><div class="col-lg-8 col-md-10 col-sm-12 text-md-right"><h3 class=section-title>Smart navigation and collision avoidance</h3><p>Stay in control, prevent collisions, and streamline routes effortlessly with RxInfer. Streamline your navigation experience and enhance safety.</p></div></div><div class="row align-items-center justify-content-center text-center text-md-left" style=padding-top:3em><div class=col-12><video autoplay loop muted playsinline src=/rxinfer-website/videos/collision.webm style=width:100%></video></div></div><div class="row align-items-center justify-content-center text-center text-md-left"><div class="col-lg-8 col-md-10 col-sm-12 text-md-left"><h3 class=section-title>Reactive reasoning and decision making with Active Inference framework</h3><p>Enhance your decision-making process with the Active Inference framework. Designed to help you analyze incoming information in real-time, this tool enables you to make well-informed choices and adapt to changing situations effectively.</p></div><div class="col-lg-4 col-md-2 col-sm-0"></div></div><div class="row align-items-center justify-content-center text-center text-md-left" style=padding-top:3em><div class=col-12><video autoplay loop muted playsinline src=/rxinfer-website/videos/aif.webm style=width:100%></video></div></div></div></section><section class="section bg-light"><div class="container rounded-lg px-4"><div class="row align-items-center justify-content-center text-center text-md-left"><div class="col-lg-7 col-md-7 col-sm-12"><iframe width=90% src=https://www.youtube.com/embed/qXrvDVm_fnE title="YouTube video player" frameborder=0 allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen style=min-height:300px></iframe></div><div class="col-lg-4 col-md-4 col-sm-12"><h2 class=section-title style=margin-top:20px>Watch our talk!</h2><p class=mb-4>RxInfer has been presented on the JuliaCon 2023, the biggest conference of Julia developers. Check out our video!</p><a href=https://youtu.be/qXrvDVm_fnE title="Watch our presentation on JuliaCon" class="btn btn-primary">Watch our presentation on JuliaCon</a></div></div><div class=section><div class=container><div class="row text-center text-md-left" style=margin-top:20px><div class=col-12><h2 class=section-title>Community videos</h2></div><div class=col-4><iframe width=90% src="https://www.youtube.com/embed/_vVHWzK9NEI?si=n_JIbED8WfQRL0Ys" title="YouTube video player" frameborder=0 allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen style=display:block;margin:auto;min-height:200px></iframe><p>Intro to RxInfer by Doggo.jl</p></div><div class=col-4><iframe width=90% src="https://www.youtube.com/embed/qnj0PKc734g?si=A-v4irQEVzpXqHM4" title="YouTube video player" frameborder=0 allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen style=display:block;margin:auto;min-height:200px></iframe><p>Variational inference with RxInfer by Doggo.jl</p></div><div class=col-4><iframe width=90% src="https://www.youtube.com/embed/PVeyvHSAwmk?si=Hkyn6bNSIwPIryUc&amp;amp;start=5484" title="YouTube video player" frameborder=0 allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen style=display:block;margin:auto;min-height:200px></iframe><p>Active Inference Symposium</p></div></div></div></div></div></section><section class=section><div class=container><div class="row justify-content-center"><div class="col-12 text-center"><h2 class=section-title>Ecosystem</h2><p>The RxInfer ecosystem stacks several Julia packages for running efficient Bayesian inference.</p></div><a href=https://github.com/reactivebayes/Rocket.jl class="col-md-4 col-sm-6 mb-4"><div class=ecosystem-card style=display:flex;flex-direction:column><div class=row><div class="col-md-12 col-sm-12"><h4><i class="fas fa-rocket"></i>&nbsp;&nbsp;&nbsp;Rocket.jl</h4></div></div><div class=row style=margin-top:5px><div class="col-md-12 col-sm-12"><span>Enables reactive programming in Julia for processing of asynchronous data streams.</span></div></div><div class=row style=margin-top:auto><div class="col-md-12 col-sm-12"><button class="btn btn-outline-primary"><i class="fab fa-github"></i>&nbsp;&nbsp;&nbsp;Open on
</pre></p></div></div></div></div></section><section class="section bg-light"><div class=container><div class="row align-items-center"><div class="col-md-6 mb-4 mb-md-0"><div><img src=/rxinfer-website/images/lgssm_scaling.svg alt class=img-fluid></div></div><div class=col-md-6><h2 class=section-title>RxInfer is fast</h2><p>RxInfer exploits the modularity of factor graphs to perform fast message passing-based probabilistic inference that scales linearly with the size of your model. We generally outperform state-of-the-art sampling-based packages by several orders of magnitude. The efficiency of RxInfer makes it easier to process streaming data sources in real time.</p><a href=https://reactivebayes.github.io/RxInfer.jl/stable/examples/overview/ title="Check out some examples" class=btn-link>Check out some examples <i class="fas fa-arrow-right"></i></a></div></div></div></section><section class=section><div class=container><div class="row align-items-center"><div class="col-md-6 order-2 order-md-1"><h2 class=section-title>Solve complex problems</h2><p></p></div><div class="col-md-6 order-1 order-md-2 mb-4 mb-md-0"></div></div><div class="row align-items-center justify-content-center text-center text-md-left"><div class="col-lg-8 col-md-10 col-sm-12 text-md-left"><h3 class=section-title>Track hidden states of a dynamic system in real-time</h3><p>Unveil real-time insights into dynamic systems with our software's prowess in tracking hidden states. By providing continuous monitoring and analysis, our tool empowers you to gain a deeper understanding of complex processes, enabling informed decision-making and proactive responses.</p></div><div class="col-lg-4 col-md-2 col-sm-0"></div></div><div class="row align-items-center justify-content-center text-center text-md-left" style=padding-top:3em><div class=col-12><video autoplay loop muted playsinline src=/rxinfer-website/videos/nlds.webm style=width:100%></video></div></div><div class="row align-items-center justify-content-center text-center text-md-left"><div class="col-lg-4 col-md-2 col-sm-0"></div><div class="col-lg-8 col-md-10 col-sm-12 text-md-right"><h3 class=section-title>Smart navigation and collision avoidance</h3><p>Stay in control, prevent collisions, and streamline routes effortlessly with RxInfer. Streamline your navigation experience and enhance safety.</p></div></div><div class="row align-items-center justify-content-center text-center text-md-left" style=padding-top:3em><div class=col-12><video autoplay loop muted playsinline src=/rxinfer-website/videos/collision.webm style=width:100%></video></div></div><div class="row align-items-center justify-content-center text-center text-md-left"><div class="col-lg-8 col-md-10 col-sm-12 text-md-left"><h3 class=section-title>Reactive reasoning and decision making with Active Inference framework</h3><p>Enhance your decision-making process with the Active Inference framework. Designed to help you analyze incoming information in real-time, this tool enables you to make well-informed choices and adapt to changing situations effectively.</p></div><div class="col-lg-4 col-md-2 col-sm-0"></div></div><div class="row align-items-center justify-content-center text-center text-md-left" style=padding-top:3em><div class=col-12><video autoplay loop muted playsinline src=/rxinfer-website/videos/aif.webm style=width:100%></video></div></div></div></section><section class="section bg-light"><div class="container rounded-lg px-4"><div class="row align-items-center justify-content-center text-center text-md-left"><div class="col-lg-7 col-md-7 col-sm-12"><iframe width=90% src=https://www.youtube.com/embed/qXrvDVm_fnE title="YouTube video player" frameborder=0 allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen style=min-height:300px></iframe></div><div class="col-lg-4 col-md-4 col-sm-12"><h2 class=section-title style=margin-top:20px>Watch our talk!</h2><p class=mb-4>RxInfer has been presented on the JuliaCon 2023, the biggest conference of Julia developers. Check out our video!</p><a href=https://youtu.be/qXrvDVm_fnE title="Watch our presentation on JuliaCon" class="btn btn-primary">Watch our presentation on JuliaCon</a></div></div><div class=section><div class=container><div class="row text-center text-md-left" style=margin-top:20px><div class=col-12><h2 class=section-title>Community videos</h2></div><div class=col-4><iframe width=90% src="https://www.youtube.com/embed/KuluqEzFtm8?si=RCZot84uJfCF35qF" title="YouTube video player" frameborder=0 allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen style=display:block;margin:auto;min-height:200px></iframe><p>Fast Bayesian Inference with RxInfer.jl</p></div><div class=col-4><iframe width=90% src="https://www.youtube.com/embed/_vVHWzK9NEI?si=n_JIbED8WfQRL0Ys" title="YouTube video player" frameborder=0 allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen style=display:block;margin:auto;min-height:200px></iframe><p>Intro to RxInfer by Doggo.jl</p></div><div class=col-4><iframe width=90% src="https://www.youtube.com/embed/qnj0PKc734g?si=A-v4irQEVzpXqHM4" title="YouTube video player" frameborder=0 allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen style=display:block;margin:auto;min-height:200px></iframe><p>Variational inference with RxInfer by Doggo.jl</p></div><div class=col-4><iframe width=90% src="https://www.youtube.com/embed/PVeyvHSAwmk?si=Hkyn6bNSIwPIryUc&amp;amp;start=5484" title="YouTube video player" frameborder=0 allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen style=display:block;margin:auto;min-height:200px></iframe><p>Active Inference Symposium</p></div></div></div></div></div></section><section class=section><div class=container><div class="row justify-content-center"><div class="col-12 text-center"><h2 class=section-title>Ecosystem</h2><p>The RxInfer ecosystem stacks several Julia packages for running efficient Bayesian inference.</p></div><a href=https://github.com/reactivebayes/Rocket.jl class="col-md-4 col-sm-6 mb-4"><div class=ecosystem-card style=display:flex;flex-direction:column><div class=row><div class="col-md-12 col-sm-12"><h4><i class="fas fa-rocket"></i>&nbsp;&nbsp;&nbsp;Rocket.jl</h4></div></div><div class=row style=margin-top:5px><div class="col-md-12 col-sm-12"><span>Enables reactive programming in Julia for processing of asynchronous data streams.</span></div></div><div class=row style=margin-top:auto><div class="col-md-12 col-sm-12"><button class="btn btn-outline-primary"><i class="fab fa-github"></i>&nbsp;&nbsp;&nbsp;Open on
GitHub</button></div></div></div></a><a href=https://github.com/reactivebayes/ReactiveMP.jl class="col-md-4 col-sm-6 mb-4"><div class=ecosystem-card style=display:flex;flex-direction:column><div class=row><div class="col-md-12 col-sm-12"><h4><i class="fas fa-envelope"></i>&nbsp;&nbsp;&nbsp;ReactiveMP.jl</h4></div></div><div class=row style=margin-top:5px><div class="col-md-12 col-sm-12"><span>Efficient, easily extensible and schedule-free reactive message passing-based inference engine.</span></div></div><div class=row style=margin-top:auto><div class="col-md-12 col-sm-12"><button class="btn btn-outline-primary"><i class="fab fa-github"></i>&nbsp;&nbsp;&nbsp;Open on
GitHub</button></div></div></div></a><a href=https://github.com/reactivebayes/GraphPPL.jl class="col-md-4 col-sm-6 mb-4"><div class=ecosystem-card style=display:flex;flex-direction:column><div class=row><div class="col-md-12 col-sm-12"><h4><i class="fas fa-diagram-project"></i>&nbsp;&nbsp;&nbsp;GraphPPL.jl</h4></div></div><div class=row style=margin-top:5px><div class="col-md-12 col-sm-12"><span>Powerful, user-friendly, graph-based specification of both model and inference constraints.</span></div></div><div class=row style=margin-top:auto><div class="col-md-12 col-sm-12"><button class="btn btn-outline-primary"><i class="fab fa-github"></i>&nbsp;&nbsp;&nbsp;Open on
GitHub</button></div></div></div></a></div></div></section></main><footer class="section bg-light pb-0"><div class=container><div class=row><div class="col-md-4 col-sm-6 mb-5"><div class="h3 mb-4">Ecosystem</div><ul class="list-unstyled footer-list"><li><a href=https://github.com/reactivebayes/Rocket.jl title=Rocket.jl>Rocket.jl</a></li><li><a href=https://github.com/reactivebayes/ReactiveMP.jl title=ReactiveMP.jl>ReactiveMP.jl</a></li><li><a href=https://github.com/reactivebayes/GraphPPL.jl title=GraphPPL.jl>GraphPPL.jl</a></li></ul></div><div class="col-md-4 col-sm-6 mb-5"><div class="h3 mb-4">Supported by</div><ul class="list-unstyled footer-list"><li><div class=row><div class="col-3 align-self-center"><img src=images/TUe-logo-scarlet-S.png width=100%></div><div class="col-8 align-self-center"><a href=https://www.tue.nl/en/ title="Technical University of Eindhoven">Technical University of Eindhoven</a></div></div></li><li><div class=row><div class="col-3 align-self-center"><img src=images/NWO.png width=100%></div><div class="col-8 align-self-center"><a href=https://www.nwo.nl/en title=NWO>NWO</a></div></div></li><li><div class=row><div class="col-3 align-self-center"><img src=images/gn.png width=100%></div><div class="col-8 align-self-center"><a href=https://www.resound.com/nl-nl/ title="GN Hearing">GN Hearing</a></div></div></li><li><div class=row><div class="col-3 align-self-center"><img src=images/lazydynamics_logo.png width=100%></div><div class="col-8 align-self-center"><a href=https://lazydynamics.com/ title="Lazy Dynamics">Lazy Dynamics</a></div></div></li></ul></div><div class="col-md-4 col-sm-6 mb-5"><a class="d-block h3 mb-3" href=https://reactivebayes.github.io/rxinfer-website/><img width=100 class=img-fluid src=/rxinfer-website/images/rxinfer.svg alt=RxInfer.jl></a><p class=mb-4>Follow Us</p><ul class="list-inline social-icons"><li class=list-inline-item><a href=//youtube.com/channel/UCd1ftkOXIQ8MstIHosEDdaw title><i class="fab fa-youtube"></i></a></li><li class=list-inline-item><a href=//github.com/reactivebayes/rxinfer.jl title><i class="fab fa-github"></i></a></li><li class=list-inline-item><a href=//reactivebayes.github.io/ title><i class="fas fa-diagram-project"></i></a></li></ul></div></div><div class="border-top border-default text-center py-4 mt-4"><small class=content>© BIASlab, 2022-2024, ReactiveBayes 2024-present, Powered by <strong><a href=https://github.com/reactivebayes/rxinfer-website/>Hugo</a></strong></small></div></div></footer><script src=https://cdn.jsdelivr.net/gh/theprojectsomething/webfontloader@feature/google-fonts-v2/webfontloader.js></script>
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