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Fix typos in comments, adjust readme
closes https://github.com/official-stockfish/Stockfish/pull/3822 also adjusts readme as requested in https://github.com/official-stockfish/Stockfish/pull/3816 No functional change
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Joost VandeVondele
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@@ -175,8 +175,12 @@ on the evaluations of millions of positions at moderate search depth.
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The NNUE evaluation was first introduced in shogi, and ported to Stockfish afterward.
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It can be evaluated efficiently on CPUs, and exploits the fact that only parts
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of the neural network need to be updated after a typical chess move.
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[The nodchip repository](https://github.com/nodchip/Stockfish) provides additional
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tools to train and develop the NNUE networks. On CPUs supporting modern vector instructions
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[The nodchip repository](https://github.com/nodchip/Stockfish) provided the first version of
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the needed tools to train and develop the NNUE networks. Today, more advanced training tools are available
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in [the nnue-pytorch repository](https://github.com/glinscott/nnue-pytorch/), while data generation tools
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are available in [a dedicated branch](https://github.com/official-stockfish/Stockfish/tree/tools).
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On CPUs supporting modern vector instructions
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(avx2 and similar), the NNUE evaluation results in much stronger playing strength, even
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if the nodes per second computed by the engine is somewhat lower (roughly 80% of nps
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is typical).
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