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"description": "==================================\nThe Fathom Trainer and Other Tools\n==================================\n\nThis is the commandline trainer for `Fathom `_, which itself is a supervised-learning system for recognizing parts of web pages. It also includes other commandline tools for ruleset development, like ``fathom-unzip``, ``fathom-pick``, and ``fathom-list``. `See docs for the trainer here `_.\n\nVersion History\n===============\n\n3.1\n * Add ``fathom-list`` tool.\n * Further optimize trainer: about 17x faster for a 60-sample corpus, with superlinear improvements for larger ones.\n\n3.0\n * Move to Fathom repo.\n * Add ``fathom-unzip`` and ``fathom-pick``.\n * Switch to the Adam optimizer, which is significantly more turn-key, to the point where it doesn't need its learning-rate decay set manually.\n * Tolerate pages for which no candidate nodes were collected.\n * Add 95% CI for per-page training accuracy.\n * Add validation-guided early stopping.\n * Revise per-page accuracy calculation and display.\n * Shuffle training samples before training.\n * Add false-positive and false-negative numbers to per-tag metrics.\n\n3.0a1\n * First release, intended for use with Fathom itself 3.0 or later\n\n\n",
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