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                  josevalim
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									<span>Creator of Elixir</span>
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								<p>Hi <a class="mention" href="/u/kip" rel="nofollow">@kip</a>, can you please expand why torchx can help with text? I want to make sure I understand to ensure it can effectively help you. <img src="https://forum.elixirforum.com/images/emoji/apple/slight_smile.png?v=15" title=":slight_smile:" class="emoji" alt=":slight_smile:" loading="lazy" width="20" height="20"> One of the issues with text is that you need to modify it to work with tensors and that’s going to be an interesting problem to tackle!</p> 
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	                  <a title="Go to post" alt="Go to post" href="https://forum.elixirforum.com/t/introducing-nx-lambda-days-2021/37663/22">Post #21</a>
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                  kip
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									<span>ex_cldr Core Team</span>
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								<p>One of the first steps is sentiment analysis.  For sure, that requires a lot of preprocessing (segmentation, stop words elimination, stemming) and then encoding into a tensor. Other than segmentation, that can be done using Elixirs concurrent processing quite effectively.</p>
<p>Then with the text encoded as tensors, the various approaches of model training, logistic  regression, naive bayes, lapaclain smoothing, vector space models and so on can (as best I can tell) leverage NX and Torchx.</p>
<p>I am a noob to most of this and am using the opportunity to give some money to <a href="https://www.coursera.org/learn/classification-vector-spaces-in-nlp" rel="nofollow">Coursera</a> and doing my assignments in Python while experimenting in parallel with Nx and friends.</p> 
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								<p>Really excited to get started with Nx. Is it too early to expect to find hexdocs for Nx? I can’t find any, so I guess I will need to generate them myself?</p>
<p>Are calculations in Nx still subject to the problem of floating point precision?</p>
<p>Does Nx have a function to shift rows? I’m interested in handling tabular data where new rows are appended/prepended and each time, the oldest row is dropped. Would this be a good use case for Nx?</p> 
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                  josevalim
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									<span>Creator of Elixir</span>
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<img alt="" width="24" height="24" src="https://forum.elixirforum.com/letter_avatar_proxy/v4/letter/r/71e660/48.png" class="avatar"> rm-rf-etc:</div>
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<p>Really excited to get started with Nx. Is it too early to expect to find hexdocs for Nx? I can’t find any, so I guess I will need to generate them myself?</p>
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<p>Yes.</p>
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<p>Are calculations in Nx still subject to the problem of floating point precision?</p>
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<p>It depends. Tensors are either unsigned integers, signed integers, or floating points.</p>
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<p>Does Nx have a function to shift rows? I’m interested in handling tabular data where new rows are appended/prepended and each time, the oldest row is dropped. Would this be a good use case for Nx?</p>
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<p>I am not sure how this would fit the multi-dimensional array paradigm at the moment.</p> 
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