{
  "schemaVersion": 1,
  "lessonId": "networks-03",
  "contentHash": "89b4eb211777ba4d0940434d6a4e300cbf46dababad5dc486afe2c0ca678105c",
  "executedAt": "2026-10-20T10:46:21.256922+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "Updates: 80 held-out loss: 0.018426384776830673 accuracy: 1.0\nUpdates: 80 held-out loss: 0.018426384776830673 accuracy: 1.0\nCount-weighted held-out metrics: [0.01842638 0.99999995] constructed accuracy: 0.5416666666666666\nPASS: networks-03\n",
  "notebookCells": [
    {
      "sourceHash": "ed37c277a4686c9d8e12f6d09631b597b4768e10ab618d8e5c3d967f4684e598",
      "outputs": []
    },
    {
      "sourceHash": "694b2a0a239d6b4a5db043e9c36ed8a9365e6828bfbefbf9db6fceab2e56bfb2",
      "outputs": []
    },
    {
      "sourceHash": "6d49d405b5602d09b019f542b43c898213e19ab26743b81ab91d53280f3de684",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Updates: 80 held-out loss: 0.018426384776830673 accuracy: 1.0\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "9dbdf13b698944ed12e3d69c323f5f9bcc76d82e33a7147e643ec60ec5977938",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Updates: 80 held-out loss: 0.018426384776830673 accuracy: 1.0\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "0c2ee26aacd409f4a53cbb074bcacfd704b082e521682921d278889be35b9180",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "3e6ca528fa8f64a9355158e2eec5fb075a78c85c6fc160054201dfcbe3ee756a",
      "outputs": []
    },
    {
      "sourceHash": "f001925ff600c0a3891c713e6645bd749a4364241ec3a03f0148dcbcd0a24592",
      "outputs": []
    },
    {
      "sourceHash": "23434fe7c39e5162c3b20b644671b141078ee850ff3f2f76e45864c520b9aa64",
      "outputs": []
    },
    {
      "sourceHash": "3e5129e3e5cb60e98cdf1b3b6f6602a1d2813e6635f95027917ce0cefa6bb73c",
      "outputs": []
    },
    {
      "sourceHash": "20cd64e7176e1d3feb4cfbce643f98d08b2c53c3e583eb878fee97883184016b",
      "outputs": []
    },
    {
      "sourceHash": "c5cb6dca28135089c96d10e22b909346b6ddfda80d51b9030ebd6b20927094b5",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Count-weighted held-out metrics: [0.01842638 0.99999995] constructed accuracy: 0.5416666666666666\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "ff0e9857c4ef54b36d0fc035653695a1d1b26ea978a193a76dc94a54f3f0f65a",
      "outputs": []
    },
    {
      "sourceHash": "169deb6b421a2e01814fb2a7be342c64e73b90966bba6db68aeab8431d79a58b",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
