#jupyter_notebook#jax
Flax is a library for creating neural networks with JAX. It offers a flexible way to build and analyze these networks. The new Flax NNX API makes it easier to work with neural networks by using regular Python objects, which helps in creating, debugging, and analyzing models more efficiently. This means users can express their models in a more intuitive way, making it simpler to develop and modify neural networks. Flax also provides many tools and examples to help users get started quickly.
https://github.com/google/flax
🌍 The lithosphere, atmosphere, hydrosphere, and biosphere constantly exchange matter—volcanic eruptions can shoot minerals into the air that later fall into oceans, nourishing marine life far away. ✨
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🌍 When huge dust storms sweep across deserts, fine particles from the lithosphere reach the atmosphere, circle the globe, and even fertilize distant rainforests—linking Earth’s spheres in invisible ways. ✨
#lithosphere⚡#atmosphere⚡#hydrosphere⚡#geography⚡#nature⚡#earth
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🌍 A single major volcanic eruption links all of Earth’s spheres—rock and magma from the lithosphere, gas and ash in the atmosphere, water vapor in the hydrosphere, and rapid changes in the biosphere. ✨
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🌍 The hydrosphere holds less than 0.01% of Earth's water in rivers and lakes, while most is locked in glaciers, ice caps, or underground. These hidden reserves link all of Earth’s spheres. ✨
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🌍 The deepest part of the ocean, the Mariana Trench, reaches nearly 11,000 meters below sea level. Here, the hydrosphere, lithosphere, and biosphere all meet in extreme conditions. ✨
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🌍 The deepest point on land, the Dead Sea Depression, lies about 430 meters below sea level, linking the lithosphere, atmosphere, hydrosphere, and biosphere in an extreme environment for life. ✨
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🌍 At the bottom of Antarctica’s ice lies a vast liquid lake called Lake Vostok, sealed under 4 kilometers of ice. This hidden hydrosphere supports unique life forms adapted to total darkness. ✨
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