fixing typos, unifying nomenclature
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intro.md
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intro.md
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```
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Welcome to the _Physics-based Deep Learning Book_ 👋
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Welcome to the _Physics-based Deep Learning Book_ (v0.1) 👋
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**TL;DR**:
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This document targets a practical and comprehensive introduction of everything
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This document contains a practical and comprehensive introduction of everything
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related to deep learning in the context of physical simulations.
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As much as possible, all topics come with hands-on code examples in the form of Jupyter notebooks to quickly get started.
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As much as possible, all topics come with hands-on code examples in the
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form of Jupyter notebooks to quickly get started.
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Beyond standard _supervised_ learning from data, we'll look at _physical loss_ constraints,
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more tightly coupled learning algorithms with _differentiable simulations_, as well as
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reinforcement learning and uncertainty modeling.
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We live in exciting times: these methods have a huge potential to fundamentally change what we can achieve
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with simulations.
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We live in exciting times: these methods have a huge potential to fundamentally
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change what computer simulations can achieve.
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---
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