#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 Mongolian steppes have supported nomadic herding for centuries, with grasslands shaped by grazing animals and seasonal movement. This partnership keeps both wildlife and pastures thriving naturally. ✨
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🌍 Temperate grasslands like the Eurasian steppes can experience temperature swings of over 40°C between summer and winter, creating some of the planet’s most extreme seasonal contrasts. ✨
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🌍 The Pampas grasslands in South America are so fertile they support one of the world’s largest cattle industries and can produce up to seven harvests of grass each year, fueling global food markets. ✨
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🌍 Africa’s Miombo savanna covers over 2.7 million square kilometers—about the size of Argentina. Its woodlands support hundreds of unique butterfly species found nowhere else on Earth. ✨
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🌍 Some grassland plants grow deep roots reaching over 2 meters underground. These roots help the plants survive drought and anchor soil, making grasslands some of the most erosion-resistant landscapes. ✨
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🌍 Grasslands cover about 40% of Earth’s land surface and are found on every continent except Antarctica. Some of the world’s richest soils, called mollisols, form in temperate grasslands. ✨
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🌍 Some grassland soils are so fertile they can support crops for decades without added fertilizer. These deep, dark soils store huge amounts of carbon, helping stabilize the global climate. ✨
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🌍 Argentina’s Pampas are vast temperate grasslands that grow some of the world’s richest soils. These grasslands support massive cattle herds and store huge amounts of carbon underground. ✨
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