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📚A collection of papers & tools on dynamical systems and deep learning

https://github.com/yantijin/dynamic-systems-DL

It's divided into the following topics:

Differential Equations in Deep Learning

General Architectures
Neural ODEs (ordinary diff. eq.)
Neural SDEs, CSDEs, CDEs...
Normalizing Flows
Applications

Energy based models

Hamilton
Applications
Lagrange

Deep Learning Methods for Differential Equations

Solving Differential Equations
Learning PDEs
Applications
Model Discovery

Deep Control

Model-Predictive-Control

Dynamical System View of Deep Learning

Recurrent Neural Networks
Theory and Perspectives
Optimization
Signals and systems

Software and Libraries

Python
Julia

Websites and Blogs

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📚A collection of papers & tools on dynamical systems and deep learning

https://github.com/yantijin/dynamic-systems-DL

It's divided into the following topics:

Differential Equations in Deep Learning

General Architectures
Neural ODEs (ordinary diff. eq.)
Neural SDEs, CSDEs, CDEs...
Normalizing Flows
Applications

Energy based models

Hamilton
Applications
Lagrange

Deep Learning Methods for Differential Equations

Solving Differential Equations
Learning PDEs
Applications
Model Discovery

Deep Control

Model-Predictive-Control

Dynamical System View of Deep Learning

Recurrent Neural Networks
Theory and Perspectives
Optimization
Signals and systems

Software and Libraries

Python
Julia

Websites and Blogs

----

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For Oleksandra Tsekhanovska, head of the Hybrid Warfare Analytical Group at the Kyiv-based Ukraine Crisis Media Center, the effects are both near- and far-reaching. At its heart, Telegram is little more than a messaging app like WhatsApp or Signal. But it also offers open channels that enable a single user, or a group of users, to communicate with large numbers in a method similar to a Twitter account. This has proven to be both a blessing and a curse for Telegram and its users, since these channels can be used for both good and ill. Right now, as Wired reports, the app is a key way for Ukrainians to receive updates from the government during the invasion. He floated the idea of restricting the use of Telegram in Ukraine and Russia, a suggestion that was met with fierce opposition from users. Shortly after, Durov backed off the idea. Given the pro-privacy stance of the platform, it’s taken as a given that it’ll be used for a number of reasons, not all of them good. And Telegram has been attached to a fair few scandals related to terrorism, sexual exploitation and crime. Back in 2015, Vox described Telegram as “ISIS’ app of choice,” saying that the platform’s real use is the ability to use channels to distribute material to large groups at once. Telegram has acted to remove public channels affiliated with terrorism, but Pavel Durov reiterated that he had no business snooping on private conversations. The news also helped traders look past another report showing decades-high inflation and shake off some of the volatility from recent sessions. The Bureau of Labor Statistics' February Consumer Price Index (CPI) this week showed another surge in prices even before Russia escalated its attacks in Ukraine. The headline CPI — soaring 7.9% over last year — underscored the sticky inflationary pressures reverberating across the U.S. economy, with everything from groceries to rents and airline fares getting more expensive for everyday consumers.
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