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    <title>Training on Programmer.ie: Modern AI programming</title>
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      <title>PyTorch Model Not Learning? A Systematic Debugging Guide</title>
      <link>http://programmer.ie/post/pytorch-zero-to-hero-08/</link>
      <pubDate>Sat, 08 Aug 2026 13:51:00 +0100</pubDate>
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      <description>&lt;h2 id=&#34;pytorch-zero-to-hero--step-08&#34;&gt;PyTorch: Zero to Hero — Step 08&lt;/h2&gt;&#xA;&lt;p&gt;Your model runs.&lt;/p&gt;&#xA;&lt;p&gt;The loss is finite.&lt;/p&gt;&#xA;&lt;p&gt;Nothing crashes.&lt;/p&gt;&#xA;&lt;p&gt;And it still does not learn.&lt;/p&gt;&#xA;&lt;p&gt;This is one of the most frustrating states in machine learning because there is no stack trace telling you what is wrong.&lt;/p&gt;&#xA;&lt;p&gt;The program is valid Python.&lt;/p&gt;&#xA;&lt;p&gt;The tensors have legal shapes.&lt;/p&gt;&#xA;&lt;p&gt;The GPU is busy.&lt;/p&gt;&#xA;&lt;p&gt;The optimizer is stepping.&lt;/p&gt;&#xA;&lt;p&gt;And the model is useless.&lt;/p&gt;&#xA;&lt;p&gt;This post is a systematic way to debug that situation.&lt;/p&gt;</description>
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