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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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If you initiate a Secret Chat, however, then these communications are end-to-end encrypted and are tied to the device you are using. That means it’s less convenient to access them across multiple platforms, but you are at far less risk of snooping. Back in the day, Secret Chats received some praise from the EFF, but the fact that its standard system isn’t as secure earned it some criticism. If you’re looking for something that is considered more reliable by privacy advocates, then Signal is the EFF’s preferred platform, although that too is not without some caveats. Overall, extreme levels of fear in the market seems to have morphed into something more resembling concern. For example, the Cboe Volatility Index fell from its 2022 peak of 36, which it hit Monday, to around 30 on Friday, a sign of easing tensions. Meanwhile, while the price of WTI crude oil slipped from Sunday’s multiyear high $130 of barrel to $109 a pop. Markets have been expecting heavy restrictions on Russian oil, some of which the U.S. has already imposed, and that would reduce the global supply and bring about even more burdensome inflation. Telegram has gained a reputation as the “secure” communications app in the post-Soviet states, but whenever you make choices about your digital security, it’s important to start by asking yourself, “What exactly am I securing? And who am I securing it from?” These questions should inform your decisions about whether you are using the right tool or platform for your digital security needs. Telegram is certainly not the most secure messaging app on the market right now. Its security model requires users to place a great deal of trust in Telegram’s ability to protect user data. For some users, this may be good enough for now. For others, it may be wiser to move to a different platform for certain kinds of high-risk communications. WhatsApp, a rival messaging platform, introduced some measures to counter disinformation when Covid-19 was first sweeping the world. Telegram users are able to send files of any type up to 2GB each and access them from any device, with no limit on cloud storage, which has made downloading files more popular on the platform.
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