{
  "schemaVersion": 1,
  "lessonId": "optimization-10",
  "contentHash": "6bf7a85d3ed2a0796b63581a9cb039bef40354dc743aa040000223ad9679dc24",
  "executedAt": "2026-10-20T10:45:55.153882+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "train / validation / objective: 1.0 0.0 3.0\ntrain / validation / objective: 1.0 0.0 3.0\npenalty / train / validation: [0.  0.5 2. ] [0. 1. 4.] [4. 0. 4.]\nPASS: optimization-10\n",
  "notebookCells": [
    {
      "sourceHash": "10453b2a2b6a71d960436d2d4f2cf3dc14f6c8197c187b75332d6accea30ca1e",
      "outputs": []
    },
    {
      "sourceHash": "01dd8195d6c1257e286ac442141d934ada63166af3a702a62d1e790abfba2338",
      "outputs": []
    },
    {
      "sourceHash": "94ee68379eaa803ceb16b527bc5b2ca5f309c6364d9abcc0e9563062083def80",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "train / validation / objective: 1.0 0.0 3.0\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "764a00e98374322c0b8685cc3ff3bf44942fbb6fe5d01d13d622fbae81d492ff",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "train / validation / objective: 1.0 0.0 3.0\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "3c6835c10fa0610e3b53043a749439970e596906a6d84e8cebf350ab912c1d5d",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "fdd2244d6ec7cfc9ca55b66342801ff1d0b7868fde98a5f97be7e5a4bd598adb",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "penalty / train / validation: [0.  0.5 2. ] [0. 1. 4.] [4. 0. 4.]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "29acb6b6d59b3e305b7fd11d35da5db956a2aced2fd61cd19c9f31cc1746fb05",
      "outputs": []
    },
    {
      "sourceHash": "b5c4e7f2ebf9c5420d482750f55aa299ea167b39669d11dc51fe5960c742ec6a",
      "outputs": []
    },
    {
      "sourceHash": "88f545868f1cd538021b6380f06a6d0428c69e66e2f55f4e25d3375d8185ca92",
      "outputs": []
    },
    {
      "sourceHash": "4e73809cac4c14c2c76cdabf4dbd4a4ef728d2f527b12f9defcc6801cdddc21d",
      "outputs": []
    },
    {
      "sourceHash": "5f690f01931cb6879b6cecbeca97ba191441ec9ee3c56f367f9badc920385c02",
      "outputs": []
    },
    {
      "sourceHash": "452f1a3a359e915530cbed6037e7c37b23295f011b1fd609490c9e4fb6ca66b4",
      "outputs": []
    },
    {
      "sourceHash": "6a725779cd66f54dae36cbd7e786d577717ac1162be5f0d002e655e542de4127",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
