{
  "schemaVersion": 1,
  "lessonId": "optimization-12",
  "contentHash": "b53c9001cf8f5566eab55a47c9ceaa664afbbb5b019c4df9da6f0bdba176da8f",
  "executedAt": "2026-10-20T10:46:04.755758+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "step / update: 1 [-0.09999993  0.09999993]\nstep / update: 2 [-0.09334469  0.00893815]\nstep / update: 1 [-0.09999993  0.09999993]\nstep / update: 2 [-0.09334469  0.00893815]\nschedule rates: [0.1    0.0775 0.055  0.0325 0.01   0.01  ]\nsgd initial / final loss: 5.5 0.0029602647\nmomentum initial / final loss: 5.5 0.024945451\nadam initial / final loss: 5.5 0.00012754407\nPASS: optimization-12\n",
  "notebookCells": [
    {
      "sourceHash": "1b82a02816abaef1e6464f9f01a01f5964e66d91b260e2bb76f12436335d1b93",
      "outputs": []
    },
    {
      "sourceHash": "fd6bab27efa749c1afa55e67adc68bd95a683ac172005d265c114c40e6490357",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step / update: 1 [-0.09999993  0.09999993]\n",
            "step / update: 2 [-0.09334469  0.00893815]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "182eeeb9813b4e4e9a1e3abbe3ed5238f8c38a29b657b153047e000b99a6372c",
      "outputs": []
    },
    {
      "sourceHash": "55f68e5c93b9b74fa74bd94a124f7f0d64080647bcc681c14ea0a9b8cf6942fe",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step / update: 1 [-0.09999993  0.09999993]\n",
            "step / update: 2 [-0.09334469  0.00893815]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "3300a3f6b0686076ef31c905d30e3487b407902ba77fdf0de2f632fa5184f382",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "0a1d92b02fcd032a4e1469f020acb201b702533301669607002da2f83821dc50",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "schedule rates: [0.1    0.0775 0.055  0.0325 0.01   0.01  ]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "fb698abfb97c8eab5c546899e095b13e4949a28d534ba94811ebc50eea299c90",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "sgd initial / final loss: 5.5 0.0029602647\n",
            "momentum initial / final loss: 5.5 0.024945451\n",
            "adam initial / final loss: 5.5 0.00012754407\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "da371bc58ae8fec5db731ff9cdedfc0867fb2601466a2b71ca1dbf3ea63215bd",
      "outputs": []
    },
    {
      "sourceHash": "4d4d69061d2170d93b35a49bd8db55c1441b9ff350d1e57f80bfaaf834412ade",
      "outputs": []
    },
    {
      "sourceHash": "e8806c1f15d2a795353efd713bea88acd1c5a32d509b29e6bdefca0104edc6ad",
      "outputs": []
    },
    {
      "sourceHash": "c21cc768b9993d6d536ae853c99453499395377c3a9766dd9d72e1604af0b5a0",
      "outputs": []
    },
    {
      "sourceHash": "9612e4f7bee56c19d6cab58d91e34a8cebec631f65f0e47774ccde036303d5a9",
      "outputs": []
    },
    {
      "sourceHash": "e8c9350f45102e6a09a5c2b6817c669c3c7f738bc19e0f26d9dce7b85901f468",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
