{
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   "cell_type": "markdown",
   "id": "08d1f462",
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   "source": [
    "# 04 · Redes neuronales convolucionales\n",
    "\n",
    "Un MLP trata su entrada como una lista plana de números. Una imagen no es una lista plana: los píxeles tienen **vecinos**, y un patrón (un borde, el bucle de un \"6\") significa lo mismo aparezca donde aparezca. Una **red neuronal convolucional** incorpora ambos hechos en su estructura. Esa suposición incorporada se llama **sesgo inductivo**, y elegir el adecuado suele valer más que añadir parámetros.\n",
    "\n",
    "Lo que vas a construir y medir en este notebook:\n",
    "\n",
    "| Sección | Idea | Experimento |\n",
    "|---|---|---|\n",
    "| 1-4 | convolución, pesos compartidos, mapas de características | una pequeña CNN frente a un MLP con dígitos manuscritos, robustez ante imágenes desplazadas |\n",
    "| 5 | aumento de datos | enseñar a la red que un dígito desplazado sigue siendo el mismo dígito |\n",
    "| 6 | conexiones residuales | una CNN simple de 20 capas que no logra aprender frente a la misma profundidad con conexiones de salto |\n",
    "| 7 | aprendizaje por transferencia | aprender los dígitos 5-9 con un puñado de ejemplos reutilizando una red entrenada con 0-4 |\n",
    "| 8 | convoluciones eficientes | convoluciones 1×1 y separables en profundidad: una fracción de los parámetros a cambio de un pequeño coste en exactitud |\n",
    "\n",
    "Todo usa **PyTorch** (el notebook 02 mostró lo que hace `loss.backward()` por dentro) y los trucos de entrenamiento del notebook 03. Se ejecuta en una CPU en pocos minutos y sin descargas: los dígitos vienen incluidos en scikit-learn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ad6a34eb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:58:35.374770Z",
     "iopub.status.busy": "2026-10-16T08:58:35.374379Z",
     "iopub.status.idle": "2026-10-16T08:58:38.583883Z",
     "shell.execute_reply": "2026-10-16T08:58:38.582497Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import time, random\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "torch.manual_seed(0); np.random.seed(0); random.seed(0)\n",
    "torch.set_num_threads(max(1, torch.get_num_threads()))\n",
    "plt.rcParams[\"axes.grid\"] = False\n",
    "def count_params(m): return sum(p.numel() for p in m.parameters())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfe87527",
   "metadata": {},
   "source": [
    "## 1. ¿Por qué no un MLP?\n",
    "\n",
    "Una imagen RGB de 224×224 tiene 150.528 entradas. Una sola capa densa de 1.000 neuronas necesitaría 150 millones de pesos, y tendría que aprender \"oreja de gato arriba a la izquierda\" y \"oreja de gato abajo a la derecha\" **por separado**.\n",
    "\n",
    "Una **convolución** desliza un pequeño núcleo (kernel, p. ej. de 3×3) sobre la imagen y calcula una suma ponderada en cada posición:\n",
    "\n",
    "$$ (I * K)[i,j] = \\sum_{u}\\sum_{v} I[i+u,\\, j+v]\\; K[u,v] $$\n",
    "\n",
    "* **Conectividad local:** cada salida solo mira un pequeño parche.\n",
    "* **Pesos compartidos:** se usa el mismo núcleo en todas partes, así que un detector de características aprendido una vez funciona en cualquier posición. Un núcleo de 3×3 tiene 9 pesos sea cual sea el tamaño de la imagen.\n",
    "* **Apilar** convoluciones amplía el **campo receptivo**: la capa 1 ve bordes, la capa 2 esquinas y texturas, y las capas más profundas partes de objetos y objetos completos.\n",
    "\n",
    "## 2. La convolución desde cero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fe97ac6c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:58:38.587790Z",
     "iopub.status.busy": "2026-10-16T08:58:38.587365Z",
     "iopub.status.idle": "2026-10-16T08:58:42.647199Z",
     "shell.execute_reply": "2026-10-16T08:58:42.645920Z"
    }
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 2200x400 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import load_sample_image\n",
    "\n",
    "def conv2d(img, kernel):\n",
    "    kh, kw = kernel.shape\n",
    "    H, W = img.shape\n",
    "    out = np.zeros((H - kh + 1, W - kw + 1))\n",
    "    for i in range(out.shape[0]):\n",
    "        for j in range(out.shape[1]):\n",
    "            out[i, j] = (img[i:i + kh, j:j + kw] * kernel).sum()\n",
    "    return out\n",
    "\n",
    "img = load_sample_image(\"china.jpg\").mean(axis=2)[::3, ::3] / 255.0   # escala de grises, con resolución reducida\n",
    "kernels = {\n",
    "    \"bordes verticales (Sobel x)\": np.array([[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]),\n",
    "    \"bordes horizontales (Sobel y)\": np.array([[-1, -2, -1], [0, 0, 0], [1, 2, 1]]),\n",
    "    \"desenfoque (caja 5x5)\": np.ones((5, 5)) / 25,\n",
    "    \"realce de nitidez\": np.array([[0, -1, 0], [-1, 5, -1], [0, -1, 0]]),\n",
    "}\n",
    "fig, axes = plt.subplots(1, 5, figsize=(22, 4))\n",
    "axes[0].imshow(img, cmap=\"gray\"); axes[0].set_title(\"entrada\")\n",
    "for ax, (name, k) in zip(axes[1:], kernels.items()):\n",
    "    out = conv2d(img, k)\n",
    "    ax.imshow(np.abs(out) if \"bordes\" in name else out, cmap=\"gray\"); ax.set_title(name)\n",
    "for ax in axes: ax.axis(\"off\")\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "805c65f2",
   "metadata": {},
   "source": [
    "En una CNN estos núcleos **no se diseñan a mano**: son pesos aprendidos con retropropagación. Otros bloques de construcción:\n",
    "\n",
    "* **Canales:** una capa convolucional tiene muchos núcleos, y cada uno produce un *mapa de características*. Una entrada RGB tiene 3 canales; una capa con 32 núcleos produce 32 canales.\n",
    "* El **relleno** (padding) conserva el tamaño espacial; un **paso** (stride) mayor que 1 reduce la resolución.\n",
    "* El **pooling** (p. ej. máximo de 2×2) reduce la resolución a la mitad, da cierta invariancia ante pequeños desplazamientos y ahorra cálculo.\n",
    "* Al final, los mapas de características se aplanan (o se promedian globalmente) y entran en un pequeño clasificador MLP.\n",
    "\n",
    "```\n",
    "imagen 1×8×8 ─► Conv3×3(16) ─► ReLU ─► Conv3×3(32) ─► ReLU ─► MaxPool2 ─► 32×4×4 ─► aplanar ─► Lineal(64) ─► ReLU ─► Lineal(10) ─► clase\n",
    "```\n",
    "\n",
    "## 3. Entrenar una CNN con dígitos manuscritos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c8e938be",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:58:42.655595Z",
     "iopub.status.busy": "2026-10-16T08:58:42.654983Z",
     "iopub.status.idle": "2026-10-16T08:58:43.185407Z",
     "shell.execute_reply": "2026-10-16T08:58:43.183663Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x180 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "entrenamiento (1347, 1, 8, 8) prueba (450, 1, 8, 8)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_digits\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "digits = load_digits()                                 # 1.797 imágenes de 8x8 píxeles, valores de 0 a 16\n",
    "Xd = torch.tensor(digits.images / 16.0, dtype=torch.float32).unsqueeze(1)   # (N, 1, 8, 8)\n",
    "yd = torch.tensor(digits.target)\n",
    "Xtr, Xte, ytr, yte = train_test_split(Xd, yd, test_size=0.25, random_state=0, stratify=yd)\n",
    "\n",
    "fig, axes = plt.subplots(1, 10, figsize=(14, 1.8))\n",
    "for d, ax in enumerate(axes):\n",
    "    ax.imshow(Xtr[ytr == d][0, 0], cmap=\"gray_r\"); ax.set_title(str(d)); ax.axis(\"off\")\n",
    "plt.show()\n",
    "print(\"entrenamiento\", tuple(Xtr.shape), \"prueba\", tuple(Xte.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5b7ce856",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:58:43.188687Z",
     "iopub.status.busy": "2026-10-16T08:58:43.188413Z",
     "iopub.status.idle": "2026-10-16T08:58:51.693533Z",
     "shell.execute_reply": "2026-10-16T08:58:51.692005Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ambos entrenados en 8.3 s\n",
      "CNN  parámetros  38282  exactitud en prueba 98.9%\n",
      "MLP  parámetros   9610  exactitud en prueba 98.0%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "class SmallCNN(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.conv1 = nn.Conv2d(1, 16, kernel_size=3, padding=1)\n",
    "        self.conv2 = nn.Conv2d(16, 32, kernel_size=3, padding=1)\n",
    "        self.fc1 = nn.Linear(32 * 4 * 4, 64)\n",
    "        self.fc2 = nn.Linear(64, 10)\n",
    "    def features(self, x):\n",
    "        a1 = F.relu(self.conv1(x))\n",
    "        a2 = F.relu(self.conv2(a1))\n",
    "        return a1, a2\n",
    "    def forward(self, x):\n",
    "        _, a2 = self.features(x)\n",
    "        h = F.max_pool2d(a2, 2).flatten(1)\n",
    "        return self.fc2(F.relu(self.fc1(h)))\n",
    "\n",
    "class MLPBaseline(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.net = nn.Sequential(nn.Flatten(), nn.Linear(64, 128), nn.ReLU(), nn.Linear(128, 10))\n",
    "    def forward(self, x):\n",
    "        return self.net(x)\n",
    "\n",
    "def fit_classifier(model, epochs=30, lr=3e-3, batch=64):\n",
    "    opt = torch.optim.Adam(model.parameters(), lr=lr)\n",
    "    hist = []\n",
    "    for ep in range(epochs):\n",
    "        model.train()\n",
    "        perm = torch.randperm(len(Xtr))\n",
    "        for i in range(0, len(Xtr), batch):\n",
    "            b = perm[i:i + batch]\n",
    "            loss = F.cross_entropy(model(Xtr[b]), ytr[b])\n",
    "            opt.zero_grad(); loss.backward(); opt.step()\n",
    "        model.eval()\n",
    "        with torch.no_grad():\n",
    "            hist.append((model(Xte).argmax(1) == yte).float().mean().item())\n",
    "    return hist\n",
    "\n",
    "torch.manual_seed(0)\n",
    "cnn, mlp = SmallCNN(), MLPBaseline()\n",
    "t0 = time.time()\n",
    "h_cnn, h_mlp = fit_classifier(cnn), fit_classifier(mlp)\n",
    "print(f\"ambos entrenados en {time.time() - t0:.1f} s\")\n",
    "print(f\"CNN  parámetros {count_params(cnn):6d}  exactitud en prueba {h_cnn[-1]:.1%}\")\n",
    "print(f\"MLP  parámetros {count_params(mlp):6d}  exactitud en prueba {h_mlp[-1]:.1%}\")\n",
    "plt.figure(figsize=(7, 3.5)); plt.plot(h_cnn, label=\"CNN\"); plt.plot(h_mlp, label=\"MLP\")\n",
    "plt.xlabel(\"época\"); plt.ylabel(\"exactitud en prueba\"); plt.legend(); plt.grid(alpha=0.3); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad947c5f",
   "metadata": {},
   "source": [
    "### ¿Ayuda el sesgo convolucional? Desplacemos las imágenes de prueba un píxel\n",
    "\n",
    "Ambos modelos se entrenaron con dígitos centrados. Desplaza cada imagen de prueba un píxel a la derecha: el MLP ve posiciones de entrada en su mayoría distintas, mientras que los núcleos compartidos de la CNN siguen encontrando los mismos trazos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3b0a48a9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:58:51.699387Z",
     "iopub.status.busy": "2026-10-16T08:58:51.698696Z",
     "iopub.status.idle": "2026-10-16T08:58:51.751538Z",
     "shell.execute_reply": "2026-10-16T08:58:51.750390Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "desplazamiento 0px  CNN 98.9%   MLP 98.0%\n",
      "desplazamiento 1px  CNN 61.8%   MLP 45.6%\n",
      "desplazamiento 2px  CNN 22.0%   MLP 17.8%\n"
     ]
    }
   ],
   "source": [
    "def shifted(x, dx):\n",
    "    return torch.roll(x, shifts=dx, dims=3)\n",
    "\n",
    "with torch.no_grad():\n",
    "    for dx in [0, 1, 2]:\n",
    "        acc_c = (cnn(shifted(Xte, dx)).argmax(1) == yte).float().mean().item()\n",
    "        acc_m = (mlp(shifted(Xte, dx)).argmax(1) == yte).float().mean().item()\n",
    "        print(f\"desplazamiento {dx}px  CNN {acc_c:.1%}   MLP {acc_m:.1%}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "348cde2d",
   "metadata": {},
   "source": [
    "## 4. Mirar dentro: filtros aprendidos y mapas de características"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9db0681e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:58:51.754810Z",
     "iopub.status.busy": "2026-10-16T08:58:51.754390Z",
     "iopub.status.idle": "2026-10-16T08:58:53.136498Z",
     "shell.execute_reply": "2026-10-16T08:58:53.134768Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x360 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x220 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 8, figsize=(14, 3.6))\n",
    "for k, ax in enumerate(axes.ravel()):\n",
    "    ax.imshow(cnn.conv1.weight[k, 0].detach(), cmap=\"RdBu_r\"); ax.axis(\"off\"); ax.set_title(f\"k{k}\", fontsize=8)\n",
    "fig.suptitle(\"Los 16 núcleos de 3x3 aprendidos por la primera capa convolucional (rojo = positivo, azul = negativo)\"); plt.show()\n",
    "\n",
    "sample = Xte[:1]\n",
    "with torch.no_grad():\n",
    "    a1, a2 = cnn.features(sample)\n",
    "fig, axes = plt.subplots(1, 9, figsize=(16, 2.2))\n",
    "axes[0].imshow(sample[0, 0], cmap=\"gray_r\"); axes[0].set_title(f\"entrada: {yte[0].item()}\")\n",
    "for k, ax in enumerate(axes[1:]):\n",
    "    ax.imshow(a1[0, k], cmap=\"viridis\"); ax.set_title(f\"mapa {k}\", fontsize=8)\n",
    "for ax in axes: ax.axis(\"off\")\n",
    "plt.suptitle(\"Mapas de características de la primera capa: cada núcleo resalta trazos distintos\", y=1.05); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "57846d8a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:58:53.140632Z",
     "iopub.status.busy": "2026-10-16T08:58:53.140220Z",
     "iopub.status.idle": "2026-10-16T08:58:53.666403Z",
     "shell.execute_reply": "2026-10-16T08:58:53.665127Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 550x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 errores de 450\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x200 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "with torch.no_grad():\n",
    "    pred = cnn(Xte).argmax(1)\n",
    "cm = confusion_matrix(yte, pred)\n",
    "fig, ax = plt.subplots(figsize=(5.5, 5))\n",
    "ax.imshow(cm, cmap=\"Blues\")\n",
    "for i in range(10):\n",
    "    for j in range(10):\n",
    "        if cm[i, j]:\n",
    "            ax.text(j, i, cm[i, j], ha=\"center\", va=\"center\", fontsize=8, color=\"white\" if cm[i, j] > 20 else \"black\")\n",
    "ax.set_xlabel(\"predicho\"); ax.set_ylabel(\"real\"); ax.set_title(\"Matriz de confusión de la CNN (conjunto de prueba)\")\n",
    "ax.set_xticks(range(10)); ax.set_yticks(range(10)); plt.show()\n",
    "\n",
    "wrong = (pred != yte).nonzero().ravel()\n",
    "print(f\"{len(wrong)} errores de {len(yte)}\")\n",
    "if len(wrong):\n",
    "    fig, axes = plt.subplots(1, min(8, len(wrong)), figsize=(1.8 * min(8, len(wrong)), 2), squeeze=False)\n",
    "    for ax, i in zip(axes[0], wrong[:8]):\n",
    "        ax.imshow(Xte[i, 0], cmap=\"gray_r\"); ax.axis(\"off\"); ax.set_title(f\"real {yte[i].item()} → {pred[i].item()}\", fontsize=9)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d18a612c",
   "metadata": {},
   "source": [
    "## 5. Aumento de datos: enseñar invariancias con datos falsos\n",
    "\n",
    "La prueba de desplazamiento de arriba mostró que la CNN es *más* robusta que el MLP ante dígitos movidos, pero no inmune: la capa densa final sigue fijándose en las posiciones exactas. La solución más barata es **mostrarle a la red dígitos desplazados durante el entrenamiento**. Cada minilote se traslada al azar hasta 2 píxeles antes de la pasada hacia adelante, así que cada época ve imágenes ligeramente distintas.\n",
    "\n",
    "El aumento de datos codifica un conocimiento que ya tienes (\"un 3 desplazado sigue siendo un 3\") como datos en lugar de como arquitectura. En la práctica es uno de los regularizadores más eficaces en visión: recortes aleatorios, volteos, variaciones de color, rotaciones. La única regla es que la transformación no debe cambiar la etiqueta (¡voltear un \"6\" verticalmente da un \"9\"!)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8e40b15d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:58:53.670508Z",
     "iopub.status.busy": "2026-10-16T08:58:53.670089Z",
     "iopub.status.idle": "2026-10-16T08:59:03.750072Z",
     "shell.execute_reply": "2026-10-16T08:59:03.743171Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prueba desplazada        CNN simple  CNN aumentada\n",
      "(0, 0) px                     98.9%          94.7%\n",
      "(1, 0) px                     62.0%          95.3%\n",
      "(0, 1) px                     53.1%          95.6%\n",
      "(2, 0) px                     22.9%          91.1%\n",
      "(2, 2) px                      2.2%          85.3%\n"
     ]
    }
   ],
   "source": [
    "def random_shift(x, max_shift=2):\n",
    "    # traslada cada imagen por separado y rellena con ceros el borde descubierto\n",
    "    out = torch.zeros_like(x)\n",
    "    for i in range(len(x)):\n",
    "        dx, dy = np.random.randint(-max_shift, max_shift + 1, size=2)\n",
    "        src = x[i, :, max(0, -dy):8 - max(0, dy), max(0, -dx):8 - max(0, dx)]\n",
    "        out[i, :, max(0, dy):max(0, dy) + src.shape[1], max(0, dx):max(0, dx) + src.shape[2]] = src\n",
    "    return out\n",
    "\n",
    "def fit(model, X, y, Xv, yv, epochs=30, lr=3e-3, batch=64, augment=None, params=None):\n",
    "    opt = torch.optim.Adam(params if params is not None else model.parameters(), lr=lr)\n",
    "    hist = []\n",
    "    for ep in range(epochs):\n",
    "        model.train()\n",
    "        perm = torch.randperm(len(X))\n",
    "        for i in range(0, len(X), batch):\n",
    "            b = perm[i:i + batch]\n",
    "            xb = augment(X[b]) if augment else X[b]\n",
    "            loss = F.cross_entropy(model(xb), y[b])\n",
    "            opt.zero_grad(); loss.backward(); opt.step()\n",
    "        model.eval()\n",
    "        with torch.no_grad():\n",
    "            hist.append((model(Xv).argmax(1) == yv).float().mean().item())\n",
    "    return hist\n",
    "\n",
    "def shifted_xy(x, dx, dy):\n",
    "    # desplazamiento determinista rellenando con ceros (sin dar la vuelta), para la prueba\n",
    "    out = torch.zeros_like(x)\n",
    "    out[:, :, max(0, dy):8 + min(0, dy), max(0, dx):8 + min(0, dx)] = x[:, :, max(0, -dy):8 - max(0, dy), max(0, -dx):8 - max(0, dx)]\n",
    "    return out\n",
    "\n",
    "torch.manual_seed(0); np.random.seed(0)\n",
    "cnn_aug = SmallCNN()\n",
    "fit(cnn_aug, Xtr, ytr, Xte, yte, augment=random_shift)\n",
    "\n",
    "print(f\"{'prueba desplazada':24s} {'CNN simple':>10s} {'CNN aumentada':>14s}\")\n",
    "with torch.no_grad():\n",
    "    for dx, dy in [(0, 0), (1, 0), (0, 1), (2, 0), (2, 2)]:\n",
    "        xs = shifted_xy(Xte, dx, dy)\n",
    "        a = (cnn(xs).argmax(1) == yte).float().mean().item()\n",
    "        b = (cnn_aug(xs).argmax(1) == yte).float().mean().item()\n",
    "        print(f\"{f'({dx}, {dy}) px':24s} {a:10.1%} {b:14.1%}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9446cf9",
   "metadata": {},
   "source": [
    "La red aumentada cede unos pocos puntos con las imágenes originales, perfectamente centradas (ahora dedica capacidad a posiciones que rara vez verá en este conjunto de prueba), y gana muchísimo con las desplazadas. Nunca vio ni una sola imagen *real* adicional: todo el conocimiento extra vino de la regla de aumento.\n",
    "\n",
    "## 6. Ir a lo profundo: por qué importan las conexiones residuales\n",
    "\n",
    "Las redes más profundas pueden representar funciones más complejas, así que lo natural es apilar más capas. Hacia 2015 los investigadores notaron algo extraño: más allá de unas 20 capas, las redes profundas **simples** empeoraban, incluso en el conjunto de entrenamiento. Eso no es sobreajuste (notebook 03), es un fallo de optimización: el gradiente tiene que atravesar cada capa en su camino de vuelta, y por el camino se encoge o se desordena.\n",
    "\n",
    "La solución propuesta en el artículo de ResNet (He et al., 2015) es casi vergonzosamente simple. En lugar de pedirle a un bloque que calcule una representación nueva $H(x)$, se le pide una *corrección* de su entrada:\n",
    "\n",
    "$$ y = x + F(x) $$\n",
    "\n",
    "El camino identidad (la **conexión de salto**) le da al gradiente una autopista directa hacia las primeras capas: $\\partial y / \\partial x = I + \\partial F / \\partial x$, así que aunque $\\partial F/\\partial x$ sea diminuto, la señal sobrevive. Un bloque que no tenga nada útil que añadir puede aprender simplemente $F \\approx 0$ y comportarse como la identidad, de modo que la profundidad extra ya no puede perjudicar. Volverás a encontrar la misma idea como el **flujo residual** del transformer (notebook 07).\n",
    "\n",
    "Construimos dos redes de 20 convoluciones que se diferencian **solo** en las conexiones de salto y las entrenamos durante el mismo número de pasos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "25adb407",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:59:03.758172Z",
     "iopub.status.busy": "2026-10-16T08:59:03.757762Z",
     "iopub.status.idle": "2026-10-16T09:00:33.493415Z",
     "shell.execute_reply": "2026-10-16T09:00:33.491843Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "simple, 20 capas conv.     parámetros 46,730  exactitud en prueba 9.8%  (43 s)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "residual, 20 capas conv.   parámetros 46,730  exactitud en prueba 95.8%  (44 s)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "class ConvBlock(nn.Module):\n",
    "    # dos convoluciones 3x3; con residual=True la entrada se vuelve a sumar a la salida\n",
    "    def __init__(self, ch, residual):\n",
    "        super().__init__()\n",
    "        self.c1, self.c2 = nn.Conv2d(ch, ch, 3, padding=1), nn.Conv2d(ch, ch, 3, padding=1)\n",
    "        self.residual = residual\n",
    "    def forward(self, x):\n",
    "        out = self.c2(F.relu(self.c1(x)))\n",
    "        return F.relu(x + out if self.residual else out)\n",
    "\n",
    "class DeepCNN(nn.Module):\n",
    "    def __init__(self, n_blocks=10, ch=16, residual=False):\n",
    "        super().__init__()\n",
    "        self.stem = nn.Conv2d(1, ch, 3, padding=1)\n",
    "        self.blocks = nn.Sequential(*[ConvBlock(ch, residual) for _ in range(n_blocks)])\n",
    "        self.head = nn.Linear(ch, 10)\n",
    "    def forward(self, x):\n",
    "        h = self.blocks(F.relu(self.stem(x)))\n",
    "        return self.head(h.mean(dim=(2, 3)))          # pooling de promedio global\n",
    "\n",
    "def grad_norms(model):\n",
    "    # tamaño del gradiente que llega a cada bloque para un lote, desde la salida (derecha) hasta la entrada (izquierda)\n",
    "    model.zero_grad()\n",
    "    F.cross_entropy(model(Xtr[:256]), ytr[:256]).backward()\n",
    "    return [b.c1.weight.grad.norm().item() for b in model.blocks]\n",
    "\n",
    "curves, grads = {}, {}\n",
    "for name, res in [(\"simple, 20 capas conv.\", False), (\"residual, 20 capas conv.\", True)]:\n",
    "    torch.manual_seed(0)\n",
    "    m = DeepCNN(residual=res)\n",
    "    grads[name] = grad_norms(m)\n",
    "    t0 = time.time()\n",
    "    curves[name] = fit(m, Xtr, ytr, Xte, yte, epochs=25, lr=1e-3)\n",
    "    print(f\"{name:26s} parámetros {count_params(m):,}  exactitud en prueba {curves[name][-1]:.1%}  ({time.time() - t0:.0f} s)\")\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 4))\n",
    "for name in curves:\n",
    "    axes[0].plot(curves[name], label=name)\n",
    "    axes[1].semilogy(range(1, 11), grads[name], marker=\"o\", label=name)\n",
    "axes[0].set_xlabel(\"época\"); axes[0].set_ylabel(\"exactitud en prueba\"); axes[0].legend(); axes[0].set_title(\"Misma profundidad, mismos datos, mismo optimizador\")\n",
    "axes[1].set_xlabel(\"bloque (1 = el más cercano a la entrada)\"); axes[1].set_ylabel(\"norma del gradiente al inicializar\")\n",
    "axes[1].set_title(\"Cuánto gradiente llega a cada bloque\"); axes[1].legend()\n",
    "for ax in axes: ax.grid(alpha=0.3)\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "394cd497",
   "metadata": {},
   "source": [
    "La gráfica de la derecha es el diagnóstico. En la red simple, el gradiente que llega a los primeros bloques es varios órdenes de magnitud menor que arriba, así que las primeras capas apenas se mueven y la red entrena lentamente o no entrena. Con conexiones de salto, cada bloque recibe un gradiente sano desde el principio.\n",
    "\n",
    "La normalización por lotes (notebook 03) también ayuda a las redes profundas simples, y las ResNet reales usan ambas cosas. La conexión de salto es la pieza que hizo rutinarias las redes de más de 100 capas, y hoy está en casi todas las arquitecturas profundas.\n",
    "\n",
    "## 7. Aprendizaje por transferencia: reutilizar lo que otra red ya aprendió\n",
    "\n",
    "Los datos etiquetados son caros. Si una red ya aprendió características útiles en una tarea **relacionada** con muchos datos, podemos partir de esas características en lugar de pesos aleatorios. Así funciona casi toda la visión artificial práctica: se parte de una red preentrenada con millones de imágenes y se adapta a tus pocos cientos.\n",
    "\n",
    "Para mantenerlo todo sin conexión, escenificamos la misma situación con dígitos:\n",
    "\n",
    "* **Tarea de origen (muchos datos):** clasificar los dígitos del 0 al 4, usando todas sus imágenes de entrenamiento.\n",
    "* **Tarea de destino (muy pocos datos):** clasificar los dígitos del 5 al 9, con solo $k$ imágenes etiquetadas por clase.\n",
    "\n",
    "Los trazos, bucles y esquinas se comparten entre las dos mitades, así que las características aprendidas con 0-4 *deberían* ayudar con 5-9. Que de verdad lo hagan depende de cómo se entrenó la red de origen, así que la entrenamos dos veces: una de forma simple y otra con el aumento por desplazamiento aleatorio de la sección 5. Para cada red de origen comparamos tres estrategias:\n",
    "\n",
    "| Estrategia | Qué se entrena en la tarea de destino |\n",
    "|---|---|\n",
    "| desde cero | todos los pesos, partiendo de valores aleatorios |\n",
    "| características congeladas | solo una nueva cabeza clasificadora; las capas convolucionales conservan los pesos de origen |\n",
    "| ajuste fino | todo, partiendo de los pesos de origen, con una tasa de aprendizaje pequeña |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e640c668",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T09:00:33.497498Z",
     "iopub.status.busy": "2026-10-16T09:00:33.497198Z",
     "iopub.status.idle": "2026-10-16T09:03:28.564759Z",
     "shell.execute_reply": "2026-10-16T09:03:28.562919Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "origen simple     (dígitos 0-4): exactitud en prueba 99.1%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "origen aumentado  (dígitos 0-4): exactitud en prueba 93.8%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "125 entrenamientos en la tarea de destino en 167 s\n",
      "\n",
      "tasa de error en los dígitos 5-9                 k=1     k=2     k=5    k=10    k=25\n",
      "desde cero                                     28.8%   20.2%   10.3%    6.2%    2.3%\n",
      "características congeladas, origen simple      27.5%   18.9%    7.9%    6.2%    3.2%\n",
      "ajuste fino, origen simple                     26.2%   17.9%    8.6%    7.0%    3.4%\n",
      "características congeladas, origen aumentado   26.7%   17.0%    5.8%    3.8%    1.9%\n",
      "ajuste fino, origen aumentado                  27.9%   16.1%    7.1%    5.2%    2.3%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "src_tr, src_te = ytr < 5, yte < 5\n",
    "Xt_te, yt_te = Xte[yte >= 5], yte[yte >= 5] - 5\n",
    "\n",
    "class SmallCNN5(SmallCNN):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.fc2 = nn.Linear(64, 5)\n",
    "    def new_head(self):\n",
    "        # clasificador nuevo, inicializado al azar, sobre las características convolucionales\n",
    "        self.fc1, self.fc2 = nn.Linear(32 * 4 * 4, 64), nn.Linear(64, 5)\n",
    "        return list(self.fc1.parameters()) + list(self.fc2.parameters())\n",
    "\n",
    "sources = {}\n",
    "for name, aug in [(\"origen simple\", None), (\"origen aumentado\", random_shift)]:\n",
    "    torch.manual_seed(0); np.random.seed(0)\n",
    "    net = SmallCNN5()\n",
    "    h = fit(net, Xtr[src_tr], ytr[src_tr], Xte[src_te], yte[src_te], epochs=30, augment=aug)\n",
    "    sources[name] = {k: v.clone() for k, v in net.state_dict().items()}\n",
    "    print(f\"{name:17s} (dígitos 0-4): exactitud en prueba {h[-1]:.1%}\")\n",
    "\n",
    "def few_shot_split(k, seed):\n",
    "    g = np.random.default_rng(seed)\n",
    "    idx = []\n",
    "    for d in range(5, 10):\n",
    "        pool = np.where((ytr == d).numpy())[0]\n",
    "        idx += list(g.choice(pool, size=k, replace=False))\n",
    "    idx = torch.tensor(idx)\n",
    "    return Xtr[idx], ytr[idx] - 5\n",
    "\n",
    "def run(strategy, k, seed, source=None):\n",
    "    torch.manual_seed(seed)\n",
    "    m = SmallCNN5()\n",
    "    Xk, yk = few_shot_split(k, seed)\n",
    "    if strategy == \"desde cero\":\n",
    "        return fit(m, Xk, yk, Xt_te, yt_te, epochs=60, lr=3e-3, batch=16)[-1]\n",
    "    m.load_state_dict(sources[source])\n",
    "    head = m.new_head()                                   # la cabeza anterior solo conocía los dígitos 0-4\n",
    "    if strategy == \"características congeladas\":\n",
    "        for p in list(m.conv1.parameters()) + list(m.conv2.parameters()):\n",
    "            p.requires_grad = False\n",
    "        return fit(m, Xk, yk, Xt_te, yt_te, epochs=60, lr=3e-3, batch=16, params=head)[-1]\n",
    "    return fit(m, Xk, yk, Xt_te, yt_te, epochs=60, lr=1e-3, batch=16)[-1]   # ajuste fino: tasa de aprendizaje menor\n",
    "\n",
    "ks = [1, 2, 5, 10, 25]\n",
    "runs = [(\"desde cero\", None)] + [(s, src) for src in sources for s in [\"características congeladas\", \"ajuste fino\"]]\n",
    "t0 = time.time()\n",
    "results = {}\n",
    "for s, src in runs:\n",
    "    label = s if src is None else f\"{s}, {src}\"\n",
    "    results[label] = [np.mean([run(s, k, seed, src) for seed in range(5)]) for k in ks]\n",
    "print(f\"\\n{len(runs) * len(ks) * 5} entrenamientos en la tarea de destino en {time.time() - t0:.0f} s\\n\")\n",
    "\n",
    "print(f\"{'tasa de error en los dígitos 5-9':44s}\" + \"\".join(f\"{f'k={k}':>8s}\" for k in ks))\n",
    "for label, acc in results.items():\n",
    "    print(f\"{label:44s}\" + \"\".join(f\"{1 - a:8.1%}\" for a in acc))\n",
    "plt.figure(figsize=(9, 4.5))\n",
    "for label, acc in results.items():\n",
    "    style = dict(color=\"k\", lw=2) if label == \"desde cero\" else dict(ls=\"--\" if \"simple\" in label else \"-\")\n",
    "    plt.plot(ks, [1 - a for a in acc], marker=\"o\", label=label, **style)\n",
    "plt.xscale(\"log\"); plt.yscale(\"log\"); plt.xticks(ks, ks); plt.xlabel(\"imágenes etiquetadas por clase (tarea de destino)\"); plt.ylabel(\"tasa de error en prueba\")\n",
    "plt.title(\"Transferencia: discontinua = origen simple, continua = origen aumentado (media de 5 extracciones; menos es mejor)\", fontsize=10)\n",
    "plt.legend(fontsize=8); plt.grid(alpha=0.3); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b71754db",
   "metadata": {},
   "source": [
    "Las líneas discontinuas son la parte incómoda del resultado. Las características de la red de origen **simple** ayudan un poco con uno a cinco ejemplos por clase, pero con 10 ejemplos ya no son mejores que entrenar desde cero, y con 25 son *peores*: están especializadas en los dígitos 0-4 exactos y centrados con los que se entrenaron, y partir de ellas estorba en cuanto la tarea de destino tiene suficientes datos propios. Las características congeladas de la red de origen **aumentada** superan a entrenar desde cero con cualquier cantidad de datos, y con 5 ejemplos por clase reducen el error aproximadamente a la mitad.\n",
    "\n",
    "Fíjate en la sorpresa de las dos primeras líneas impresas: la red de origen aumentada es *peor* en su propia tarea (cedió exactitud con los dígitos de prueba perfectamente centrados, como en la sección 5) y, aun así, es el mejor punto de partida para una tarea nueva. Misma arquitectura, mismos datos de origen, misma tarea de destino: el aumento de datos obligó a la red de origen a aprender características que no dependen de una posición exacta, y las características generales son las que se transfieren. La puntuación de un modelo en su tarea original es una mala guía de lo útiles que serán sus características en otra.\n",
    "\n",
    "Dos advertencias honestas más sobre este montaje de juguete:\n",
    "\n",
    "* Una CNN con dígitos de 8×8 ya aprende muy bien desde cero (su sesgo inductivo hace mucho trabajo), así que incluso la mejora buena es moderada. Con fotos reales y una red preentrenada con millones de imágenes variadas, la diferencia suele ser mucho mayor.\n",
    "* Los modelos preentrenados que se usan en la práctica se entrenan con mucho aumento de datos sobre conjuntos enormes y diversos, y por eso sus características se transfieren tan bien. \"El aprendizaje por transferencia funciona\" es, en realidad, una afirmación sobre *cómo se entrenó el modelo de origen*.\n",
    "\n",
    "Reglas prácticas que se trasladan a proyectos reales:\n",
    "\n",
    "* **Conjunto de destino diminuto, dominio parecido:** congela la red base y entrena solo una cabeza nueva.\n",
    "* **Más datos de destino:** haz ajuste fino de todo con una tasa de aprendizaje varias veces menor que para entrenar desde cero, para que las características útiles se ajusten en lugar de sobrescribirse.\n",
    "* **Dominio muy distinto** (por ejemplo, radiografías con una red preentrenada con fotos de vacaciones): las primeras capas (bordes, texturas) se siguen transfiriendo bien, las últimas no tanto.\n",
    "\n",
    "## 8. Convoluciones eficientes: 1×1 y separables en profundidad\n",
    "\n",
    "Una convolución estándar de $3\\times3$ de $C_{in}$ a $C_{out}$ canales tiene $9\\, C_{in} C_{out}$ pesos: cada canal de salida mira cada canal de entrada en cada desplazamiento espacial. Dos bloques más baratos se usan en todas las redes modernas (Inception, MobileNet, EfficientNet):\n",
    "\n",
    "* **Convolución 1×1:** una pequeña capa densa aplicada en cada píxel. Mezcla canales pero no espacio, y es la forma estándar de reducir o aumentar el número de canales a bajo coste.\n",
    "* **Convolución separable en profundidad:** divide el trabajo en dos. Primero una convolución *en profundidad* de $3\\times3$ filtra cada canal por separado ($9\\, C_{in}$ pesos) y después una convolución *puntual* de $1\\times1$ mezcla los canales ($C_{in} C_{out}$ pesos). Con $C_{in} = C_{out} = 64$ eso supone unas 8 veces menos pesos y operaciones."
   ]
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 16 ->  32 canales   3x3 estándar:   4,640 parámetros   separable en profundidad:    704   proporción 6.6x\n",
      " 64 ->  64 canales   3x3 estándar:  36,928 parámetros   separable en profundidad:  4,800   proporción 7.7x\n",
      "256 -> 256 canales   3x3 estándar: 590,080 parámetros   separable en profundidad: 68,352   proporción 8.6x\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "CNN estándar    parámetros conv.  4800   exactitud en prueba 98.9%\n",
      "CNN separable   parámetros conv.   864   exactitud en prueba 96.7%\n"
     ]
    }
   ],
   "source": [
    "def sep_conv(cin, cout):\n",
    "    return nn.Sequential(nn.Conv2d(cin, cin, 3, padding=1, groups=cin),   # en profundidad: un filtro 3x3 por canal\n",
    "                         nn.Conv2d(cin, cout, 1))                         # puntual: mezcla los canales\n",
    "\n",
    "for cin, cout in [(16, 32), (64, 64), (256, 256)]:\n",
    "    std, sep = nn.Conv2d(cin, cout, 3, padding=1), sep_conv(cin, cout)\n",
    "    print(f\"{cin:3d} -> {cout:3d} canales   3x3 estándar: {count_params(std):7,d} parámetros   \"\n",
    "          f\"separable en profundidad: {count_params(sep):6,d}   proporción {count_params(std) / count_params(sep):.1f}x\")\n",
    "\n",
    "class SmallSepCNN(SmallCNN):\n",
    "    # idéntica a SmallCNN salvo que la segunda convolución es separable en profundidad\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.conv2 = sep_conv(16, 32)\n",
    "\n",
    "torch.manual_seed(0)\n",
    "sep_net = SmallSepCNN()\n",
    "h_sep = fit(sep_net, Xtr, ytr, Xte, yte)\n",
    "conv_params = lambda m: sum(p.numel() for n, p in m.named_parameters() if n.startswith(\"conv\"))\n",
    "print(f\"\\nCNN estándar    parámetros conv. {conv_params(cnn):5d}   exactitud en prueba {h_cnn[-1]:.1%}\")\n",
    "print(f\"CNN separable   parámetros conv. {conv_params(sep_net):5d}   exactitud en prueba {h_sep[-1]:.1%}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5223263c",
   "metadata": {},
   "source": [
    "La red separable usa varias veces menos pesos de convolución a cambio de una pequeña caída en exactitud. Con el número de canales de las redes reales, el ahorro se acerca a un orden de magnitud, y eso es buena parte de lo que permite que las redes neuronales sean lo bastante rápidas para ejecutarse en un teléfono. Arquitecturas como MobileNet recuperan después la exactitud invirtiendo el ahorro en más canales o capas.\n",
    "\n",
    "**Hacia dónde fueron después las CNN:** LeNet (1998) → AlexNet (2012, el gran avance del aprendizaje profundo en ImageNet) → VGG → **ResNet** (2015, conexiones residuales) → MobileNet / EfficientNet (bloques eficientes, escalado cuidadoso) → los transformers de visión, que sustituyen las convoluciones por atención sobre parches de imagen (notebook 07). El notebook 09 lleva las CNN más allá de \"una etiqueta por imagen\": segmentación, detección y similitud aprendida.\n",
    "\n",
    "## Ideas clave\n",
    "\n",
    "* Una convolución es un pequeño filtro que se desliza sobre la imagen. Los **pesos compartidos** hacen que las CNN sean eficientes con los datos y robustas a la posición de un patrón.\n",
    "* El **aumento de datos** enseña gratis invariancias que ya conoces.\n",
    "* Las **conexiones residuales** ($y = x + F(x)$) mantienen vivos los gradientes a lo largo de la profundidad, y eso es lo que hizo entrenables las redes muy profundas.\n",
    "* El **aprendizaje por transferencia** reutiliza características de una tarea con muchos datos, y gana más cuando tus propios datos etiquetados escasean.\n",
    "* Las convoluciones **1×1 y separables en profundidad** reducen parámetros y cálculo en grandes factores a cambio de una pequeña pérdida de exactitud.\n",
    "\n",
    "## Ejercicios\n",
    "\n",
    "1. Añade `nn.BatchNorm2d` después de cada convolución en la red *simple* de 20 capas (sección 6). ¿Cuánta parte de la diferencia con la red residual cierra?\n",
    "2. Aumenta la profundidad a 40 convoluciones (`n_blocks=20`). ¿Qué le pasa a cada red?\n",
    "3. En la sección 5, añade rotaciones aleatorias de ±15° como aumento de datos (pista: `torch.rot90` solo gira 90°; prueba `torch.nn.functional.affine_grid`). ¿Ayuda con el conjunto de prueba original, sin desplazar?\n",
    "4. Transfiere en la otra dirección: preentrena con 5-9 y adapta a 0-4. ¿Es simétrico el beneficio?\n",
    "5. Entrena la red de origen con los dígitos 0-4 durante 5 épocas en lugar de 30 (con aumento de datos). ¿Las características de origen poco entrenadas se transfieren mejor o peor que las completamente entrenadas?\n",
    "6. Haz ajuste fino con una tasa de aprendizaje de 1e-2. ¿Qué pasa con 2 ejemplos por clase, y por qué?"
   ]
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