Tensorflow implementation of Involution
https://t.co/UM0KCrDOXz

The main concept is to symmetrically switch the inherent properties of convolution namely spatial-agnosticism and channel-specificity.

In the notebook, one will find an involution `tf.keras.layers.Layer`. It can be picked up and used in other architectures too.

The paper: https://t.co/qdoDthqHxd
@ykilcher's video on Involution: https://t.co/4OvDP8lTkI

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APIs in general are so powerful.

Best 5 public APIs you can use to build your next project:

1. Number Verification API

A RESTful JSON API for national and international phone number validation.

🔗
https://t.co/fzBmCMFdIj


2. OpenAI API

ChatGPT is an outstanding tool. Build your own API applications with OpenAI API.

🔗 https://t.co/TVnTciMpML


3. Currency Data API

Currency Data API provides a simple REST API with real-time and historical exchange rates for 168 world currencies

🔗 https://t.co/TRj35IUUec


4. Weather API

Real-Time & historical world weather data API.

Retrieve instant, accurate weather information for
any location in the world in lightweight JSON format.

🔗 https://t.co/DCY8kXqVIK

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So the cryptocurrency industry has basically two products, one which is relatively benign and doesn't have product market fit, and one which is malignant and does. The industry has a weird superposition of understanding this fact and (strategically?) not understanding it.


The benign product is sovereign programmable money, which is historically a niche interest of folks with a relatively clustered set of beliefs about the state, the literary merit of Snow Crash, and the utility of gold to the modern economy.

This product has narrow appeal and, accordingly, is worth about as much as everything else on a 486 sitting in someone's basement is worth.

The other product is investment scams, which have approximately the best product market fit of anything produced by humans. In no age, in no country, in no city, at no level of sophistication do people consistently say "Actually I would prefer not to get money for nothing."

This product needs the exchanges like they need oxygen, because the value of it is directly tied to having payment rails to move real currency into the ecosystem and some jurisdictional and regulatory legerdemain to stay one step ahead of the banhammer.