{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5d935ac2",
   "metadata": {},
   "source": [
    "# 01 · La neurona artificial\n",
    "\n",
    "**Objetivo:** construir una sola neurona desde cero con NumPy, entender cada función de activación que encontrarás en la IA moderna (escalón, sigmoide, tanh, ReLU, Leaky ReLU, ELU, GELU, SiLU/Swish, softmax) y entrenar una neurona con descenso de gradiente.\n",
    "\n",
    "**Contenido**\n",
    "1. De la biología a las matemáticas\n",
    "2. Una neurona en 10 líneas de NumPy\n",
    "3. Funciones de activación (y sus derivadas)\n",
    "4. Por qué importa la no linealidad\n",
    "5. Saturación, gradientes que se desvanecen y ReLU muertas\n",
    "6. Una neurona como compuerta lógica (y por qué XOR la rompe)\n",
    "7. Entrenar una neurona: la regla del perceptrón y el descenso de gradiente\n",
    "8. Ejercicios\n",
    "\n",
    "Todo lo que hay aquí se ejecuta en la CPU de un equipo personal en pocos segundos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "20f2bbbc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:54:26.425838Z",
     "iopub.status.busy": "2026-10-16T08:54:26.425430Z",
     "iopub.status.idle": "2026-10-16T08:54:27.214068Z",
     "shell.execute_reply": "2026-10-16T08:54:27.212302Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "np.random.seed(0)\n",
    "plt.rcParams[\"figure.figsize\"] = (7, 4)\n",
    "plt.rcParams[\"axes.grid\"] = True\n",
    "plt.rcParams[\"grid.alpha\"] = 0.3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efddd7ac",
   "metadata": {},
   "source": [
    "## 1. De la biología a las matemáticas\n",
    "\n",
    "Una neurona biológica recibe señales a través de sus **dendritas**, las suma en el **cuerpo celular** y, si el total supera un umbral, **dispara** un pulso eléctrico a lo largo de su **axón**.\n",
    "\n",
    "La neurona artificial (McCulloch y Pitts 1943, Rosenblatt 1958) conserva solo lo esencial:\n",
    "\n",
    "$$\n",
    "z = \\sum_{i=1}^{n} w_i x_i + b = \\mathbf{w}^\\top \\mathbf{x} + b \\qquad\\qquad a = f(z)\n",
    "$$\n",
    "\n",
    "| Símbolo | Nombre | Papel |\n",
    "|---|---|---|\n",
    "| $\\mathbf{x}$ | entradas | las señales que llegan a la neurona |\n",
    "| $\\mathbf{w}$ | pesos | cuánto importa cada entrada (se aprenden) |\n",
    "| $b$ | sesgo (bias) | desplaza el umbral (se aprende) |\n",
    "| $z$ | preactivación / logit | la suma ponderada |\n",
    "| $f$ | función de activación | decide la forma de la salida (no lineal) |\n",
    "| $a$ | activación / salida | lo que la neurona \"dice\" |\n",
    "\n",
    "Geométricamente, $\\mathbf{w}^\\top\\mathbf{x} + b = 0$ es un **hiperplano** (una recta en 2D). Una sola neurona divide su espacio de entrada en dos mitades, y la función de activación decide qué tan brusca es esa división."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05fdf668",
   "metadata": {},
   "source": [
    "## 2. Una neurona en 10 líneas de NumPy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fee7d29f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:54:27.218263Z",
     "iopub.status.busy": "2026-10-16T08:54:27.217876Z",
     "iopub.status.idle": "2026-10-16T08:54:27.226976Z",
     "shell.execute_reply": "2026-10-16T08:54:27.225652Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pesos: [0.882 0.2   0.489]  sesgo: 0.0\n",
      "salida: 0.793\n",
      "control: 0.793\n"
     ]
    }
   ],
   "source": [
    "class Neuron:\n",
    "    def __init__(self, n_inputs, activation):\n",
    "        self.w = np.random.randn(n_inputs) * 0.5   # pesos aleatorios pequeños\n",
    "        self.b = 0.0\n",
    "        self.activation = activation\n",
    "\n",
    "    def forward(self, x):\n",
    "        z = x @ self.w + self.b                   # suma ponderada (funciona con una muestra o con un lote)\n",
    "        return self.activation(z)\n",
    "\n",
    "identity = lambda z: z\n",
    "n = Neuron(3, identity)\n",
    "x = np.array([1.0, 2.0, -1.0])\n",
    "print(\"pesos:\", n.w.round(3), \" sesgo:\", n.b)\n",
    "print(\"salida:\", n.forward(x).round(3))\n",
    "print(\"control:\", (x * n.w).sum().round(3))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac73e362",
   "metadata": {},
   "source": [
    "## 3. Funciones de activación\n",
    "\n",
    "La función de activación es lo que hace que las redes neuronales sean más potentes que una regresión lineal. Abajo se implementa cada una junto con su **derivada**, porque el entrenamiento (notebook 02) necesita la derivada.\n",
    "\n",
    "| Función | Fórmula | Rango | Dónde se usa |\n",
    "|---|---|---|---|\n",
    "| Escalón (Heaviside) | $1$ si $z>0$, si no $0$ | {0,1} | perceptrón original; no es derivable |\n",
    "| Sigmoide | $\\sigma(z)=\\frac{1}{1+e^{-z}}$ | (0,1) | salidas binarias, compuertas de las LSTM |\n",
    "| Tanh | $\\tanh(z)$ | (-1,1) | RNN, MLP más antiguos |\n",
    "| ReLU | $\\max(0,z)$ | [0,∞) | la opción por defecto en CNN y MLP |\n",
    "| Leaky ReLU | $\\max(\\alpha z, z)$ | (-∞,∞) | corrige las ReLU \"muertas\" |\n",
    "| ELU | $z$ si $z>0$, si no $\\alpha(e^z-1)$ | (-α,∞) | lado negativo suave |\n",
    "| GELU | $z\\,\\Phi(z)$ | ≈(-0.17,∞) | BERT, GPT-2/3, la mayoría de los transformers |\n",
    "| SiLU / Swish | $z\\,\\sigma(z)$ | ≈(-0.28,∞) | LLaMA (dentro de SwiGLU), EfficientNet |\n",
    "| Softmax | $\\frac{e^{z_i}}{\\sum_j e^{z_j}}$ | probabilidades | capa de salida multiclase, atención |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "19b24889",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:54:27.231743Z",
     "iopub.status.busy": "2026-10-16T08:54:27.231403Z",
     "iopub.status.idle": "2026-10-16T08:54:28.971673Z",
     "shell.execute_reply": "2026-10-16T08:54:28.970284Z"
    }
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1600x700 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from math import erf, sqrt, pi\n",
    "_erf = np.vectorize(erf)\n",
    "\n",
    "def step(z):        return (z > 0).astype(float)\n",
    "def d_step(z):      return np.zeros_like(z)               # cero en todas partes (indefinida en 0): inútil para el descenso de gradiente\n",
    "\n",
    "def sigmoid(z):     return 1 / (1 + np.exp(-z))\n",
    "def d_sigmoid(z):   s = sigmoid(z); return s * (1 - s)\n",
    "\n",
    "def tanh(z):        return np.tanh(z)\n",
    "def d_tanh(z):      return 1 - np.tanh(z) ** 2\n",
    "\n",
    "def relu(z):        return np.maximum(0, z)\n",
    "def d_relu(z):      return (z > 0).astype(float)\n",
    "\n",
    "def leaky_relu(z, a=0.1):   return np.where(z > 0, z, a * z)\n",
    "def d_leaky_relu(z, a=0.1): return np.where(z > 0, 1.0, a)\n",
    "\n",
    "def elu(z, a=1.0):   return np.where(z > 0, z, a * (np.exp(z) - 1))\n",
    "def d_elu(z, a=1.0): return np.where(z > 0, 1.0, a * np.exp(z))\n",
    "\n",
    "def gelu(z):        return 0.5 * z * (1 + _erf(z / sqrt(2)))   # exacta: z * Phi(z)\n",
    "def d_gelu(z):\n",
    "    Phi = 0.5 * (1 + _erf(z / sqrt(2)))\n",
    "    phi = np.exp(-z ** 2 / 2) / sqrt(2 * pi)\n",
    "    return Phi + z * phi\n",
    "\n",
    "def silu(z):        return z * sigmoid(z)\n",
    "def d_silu(z):      s = sigmoid(z); return s + z * s * (1 - s)\n",
    "\n",
    "ACTS = {\n",
    "    \"step\": (step, d_step), \"sigmoid\": (sigmoid, d_sigmoid), \"tanh\": (tanh, d_tanh),\n",
    "    \"ReLU\": (relu, d_relu), \"Leaky ReLU\": (leaky_relu, d_leaky_relu), \"ELU\": (elu, d_elu),\n",
    "    \"GELU\": (gelu, d_gelu), \"SiLU / Swish\": (silu, d_silu),\n",
    "}\n",
    "\n",
    "z = np.linspace(-5, 5, 400)\n",
    "fig, axes = plt.subplots(2, 4, figsize=(16, 7))\n",
    "for ax, (name, (f, df)) in zip(axes.ravel(), ACTS.items()):\n",
    "    ax.plot(z, f(z), lw=2.5, label=\"f(z)\")\n",
    "    ax.plot(z, df(z), \"--\", lw=2, label=\"f'(z)\")\n",
    "    ax.axhline(0, color=\"k\", lw=0.6); ax.axvline(0, color=\"k\", lw=0.6)\n",
    "    ax.set_title(name); ax.set_ylim(-1.5, 3); ax.legend(loc=\"upper left\")\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4beb20b1",
   "metadata": {},
   "source": [
    "### Comprobar las derivadas numéricamente\n",
    "\n",
    "Un buen hábito: cada vez que escribas una derivada a mano, compárala con la **diferencia finita** $\\frac{f(z+h)-f(z-h)}{2h}$. Reutilizaremos este truco para verificar la retropropagación en el notebook 02."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "723645c1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:54:28.975817Z",
     "iopub.status.busy": "2026-10-16T08:54:28.975501Z",
     "iopub.status.idle": "2026-10-16T08:54:28.982802Z",
     "shell.execute_reply": "2026-10-16T08:54:28.981893Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sigmoid       max |analytic - numeric| = 7.95e-12\n",
      "tanh          max |analytic - numeric| = 3.34e-11\n",
      "ReLU          max |analytic - numeric| = 6.55e-12\n",
      "Leaky ReLU    max |analytic - numeric| = 6.55e-12\n",
      "ELU           max |analytic - numeric| = 1.09e-11\n",
      "GELU          max |analytic - numeric| = 1.65e-11\n",
      "SiLU / Swish  max |analytic - numeric| = 1.35e-11\n"
     ]
    }
   ],
   "source": [
    "zs = np.linspace(-3, 3, 13) + 0.013     # evitamos el 0 exacto, donde están los quiebres tipo ReLU\n",
    "h = 1e-5\n",
    "for name, (f, df) in ACTS.items():\n",
    "    if name == \"step\":\n",
    "        continue\n",
    "    numeric = (f(zs + h) - f(zs - h)) / (2 * h)\n",
    "    print(f\"{name:13s} max |analytic - numeric| = {np.abs(numeric - df(zs)).max():.2e}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58a9d177",
   "metadata": {},
   "source": [
    "### Softmax: una activación para una *capa*, no para una sola neurona\n",
    "\n",
    "Softmax convierte un vector de puntuaciones (logits) en una distribución de probabilidad. Se usa a la salida de los clasificadores y, sobre todo, **dentro de la atención** (notebook 07). Dos detalles prácticos:\n",
    "\n",
    "* **Estabilidad numérica:** resta $\\max(z)$ antes de exponenciar. El resultado es idéntico, pero sin desbordamiento.\n",
    "* **Temperatura $T$:** $\\text{softmax}(z/T)$. $T$ pequeña → distribución puntiaguda (segura), $T$ grande → distribución plana (insegura). Es exactamente el parámetro de \"temperatura\" de los modelos tipo ChatGPT (notebook 08)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "16d71263",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:54:28.987367Z",
     "iopub.status.busy": "2026-10-16T08:54:28.987078Z",
     "iopub.status.idle": "2026-10-16T08:54:29.616698Z",
     "shell.execute_reply": "2026-10-16T08:54:29.615187Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "exp ingenua con logits enormes desborda: [inf]\n",
      "softmax estable con logits enormes    : [0.7311 0.2689]\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def softmax(z, T=1.0):\n",
    "    z = np.asarray(z, dtype=float) / T\n",
    "    z = z - z.max(axis=-1, keepdims=True)           # truco de estabilidad\n",
    "    e = np.exp(z)\n",
    "    return e / e.sum(axis=-1, keepdims=True)\n",
    "\n",
    "logits = np.array([2.0, 1.0, 0.1, -1.0])\n",
    "print(\"exp ingenua con logits enormes desborda:\", np.exp(np.array([1000.0])))\n",
    "print(\"softmax estable con logits enormes    :\", softmax([1000.0, 999.0]).round(4))\n",
    "\n",
    "fig, axes = plt.subplots(1, 4, figsize=(15, 3), sharey=True)\n",
    "for ax, T in zip(axes, [0.25, 0.5, 1.0, 3.0]):\n",
    "    ax.bar([\"A\", \"B\", \"C\", \"D\"], softmax(logits, T), color=\"tab:blue\")\n",
    "    ax.set_title(f\"temperatura T = {T}\")\n",
    "axes[0].set_ylabel(\"probabilidad\"); plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88029576",
   "metadata": {},
   "source": [
    "## 4. Por qué importa la no linealidad\n",
    "\n",
    "Si $f$ es la identidad, apilar capas no aporta nada: $W_2(W_1 x + b_1) + b_2 = (W_2W_1)x + (W_2 b_1 + b_2)$ **sigue siendo una única transformación lineal**. Una red lineal de 100 capas es exactamente igual de expresiva que una sola capa.\n",
    "\n",
    "Con una no linealidad entre capas, la red puede doblar el espacio. La celda de abajo verifica ambas afirmaciones numéricamente."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "29569e31",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:54:29.621529Z",
     "iopub.status.busy": "2026-10-16T08:54:29.621210Z",
     "iopub.status.idle": "2026-10-16T08:54:29.847956Z",
     "shell.execute_reply": "2026-10-16T08:54:29.846749Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dos capas lineales == una capa lineal: True\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "W1, b1 = np.random.randn(5, 2), np.random.randn(5)\n",
    "W2, b2 = np.random.randn(1, 5), np.random.randn(1)\n",
    "\n",
    "X = np.random.randn(100, 2)\n",
    "deep_linear = (X @ W1.T + b1) @ W2.T + b2\n",
    "W, b = W2 @ W1, W2 @ b1 + b2                          # se colapsa en una sola capa\n",
    "print(\"dos capas lineales == una capa lineal:\", np.allclose(deep_linear, X @ W.T + b))\n",
    "\n",
    "# Con una ReLU en medio, la función es lineal a trozos: puede doblarse.\n",
    "x1 = np.linspace(-3, 3, 300)\n",
    "grid = np.stack([x1, np.zeros_like(x1)], axis=1)\n",
    "plt.plot(x1, ((grid @ W1.T + b1) @ W2.T + b2).ravel(), label=\"capas lineales apiladas (una recta)\")\n",
    "plt.plot(x1, (relu(grid @ W1.T + b1) @ W2.T + b2).ravel(), label=\"con ReLU (se dobla en cada quiebre)\")\n",
    "plt.legend(); plt.title(\"Mismos pesos, con y sin no linealidad\"); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6951fdbd",
   "metadata": {},
   "source": [
    "## 5. Saturación, gradientes que se desvanecen y ReLU muertas\n",
    "\n",
    "Durante el entrenamiento, los gradientes se multiplican por $f'(z)$ en cada capa (el notebook 02 muestra por qué). Por eso las gráficas de las derivadas de arriba son tan importantes:\n",
    "\n",
    "* **Sigmoide:** $\\sigma'(z) \\le 0.25$. Diez capas sigmoides multiplican el gradiente como mucho por $0.25^{10} \\approx 10^{-6}$. Las primeras capas dejan de aprender: es el **problema del gradiente que se desvanece**. Para $|z|$ grande la neurona está **saturada** y su gradiente es prácticamente 0.\n",
    "* **Tanh:** derivada de hasta 1 y centrada en cero, mejor, pero también se satura.\n",
    "* **ReLU:** derivada exactamente 1 para $z>0$: los gradientes pasan sin cambios. Es la razón principal por la que el aprendizaje profundo despegó hacia 2012. Inconveniente: si $z<0$ para todas las entradas, la derivada es 0 para siempre y la neurona queda **muerta**.\n",
    "* **Leaky ReLU / ELU / GELU / SiLU:** mantienen un gradiente pequeño pero distinto de cero para entradas negativas, así que las neuronas pueden recuperarse."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8a92202c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:54:29.852568Z",
     "iopub.status.busy": "2026-10-16T08:54:29.852270Z",
     "iopub.status.idle": "2026-10-16T08:54:30.561110Z",
     "shell.execute_reply": "2026-10-16T08:54:30.560042Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fracción de entradas en las que la neurona muerta se activa: 0.0\n",
      "por tanto, su gradiente respecto a z siempre es           : 0.0\n"
     ]
    }
   ],
   "source": [
    "depths = np.arange(1, 21)\n",
    "for name in [\"sigmoid\", \"tanh\", \"ReLU\", \"GELU\"]:\n",
    "    f, df = ACTS[name]\n",
    "    best_case = df(np.array([0.0 if name in (\"sigmoid\", \"tanh\") else 3.0]))[0]\n",
    "    plt.semilogy(depths, best_case ** depths, marker=\"o\", ms=3, label=f\"{name}: f'max ≈ {best_case:.2f}\")\n",
    "plt.xlabel(\"número de capas\"); plt.ylabel(\"escala del gradiente (mejor caso)\")\n",
    "plt.title(\"Cuánto gradiente sobrevive tras N capas\"); plt.legend(); plt.show()\n",
    "\n",
    "# Demostración de ReLU muerta: una neurona con un sesgo muy negativo nunca se activa.\n",
    "dead = Neuron(2, relu); dead.b = -10.0\n",
    "X = np.random.randn(1000, 2)\n",
    "print(\"fracción de entradas en las que la neurona muerta se activa:\", (dead.forward(X) > 0).mean())\n",
    "print(\"por tanto, su gradiente respecto a z siempre es           :\", d_relu(X @ dead.w + dead.b).max())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "963639d5",
   "metadata": {},
   "source": [
    "## 6. Una neurona como compuerta lógica\n",
    "\n",
    "Con una activación escalón, elegir los pesos a mano da las compuertas lógicas clásicas. AND se activa solo si ambas entradas valen 1; OR se activa si al menos una vale 1.\n",
    "\n",
    "**XOR** (exactamente una entrada vale 1) es imposible: no existe una sola recta que separe $\\{(0,1),(1,0)\\}$ de $\\{(0,0),(1,1)\\}$. Minsky y Papert lo señalaron en 1969 y contribuyó al primer \"invierno de la IA\". La solución es una **red** de neuronas, que el notebook 02 construye y entrena."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d0eda912",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:54:30.567515Z",
     "iopub.status.busy": "2026-10-16T08:54:30.567224Z",
     "iopub.status.idle": "2026-10-16T08:54:31.497642Z",
     "shell.execute_reply": "2026-10-16T08:54:31.496120Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_bool = np.array([[0, 0], [0, 1], [1, 0], [1, 1]], dtype=float)\n",
    "gates = {\"AND\": (np.array([1.0, 1.0]), -1.5), \"OR\": (np.array([1.0, 1.0]), -0.5)}\n",
    "targets = {\"AND\": [0, 0, 0, 1], \"OR\": [0, 1, 1, 1], \"XOR\": [0, 1, 1, 0]}\n",
    "\n",
    "fig, axes = plt.subplots(1, 3, figsize=(13, 4))\n",
    "for ax, name in zip(axes, [\"AND\", \"OR\", \"XOR\"]):\n",
    "    y = np.array(targets[name])\n",
    "    ax.scatter(*X_bool[y == 0].T, s=200, c=\"tab:red\", label=\"0\")\n",
    "    ax.scatter(*X_bool[y == 1].T, s=200, c=\"tab:green\", label=\"1\")\n",
    "    if name in gates:\n",
    "        w, b = gates[name]\n",
    "        out = step(X_bool @ w + b)\n",
    "        xs = np.linspace(-0.5, 1.5, 10)\n",
    "        ax.plot(xs, -(w[0] * xs + b) / w[1], \"k--\", label=\"recta de decisión\")\n",
    "        ax.set_title(f\"{name}: salida {out.astype(int)}  objetivo {y}\")\n",
    "    else:\n",
    "        ax.set_title(\"XOR: ninguna recta separa los colores\")\n",
    "    ax.set_xlim(-0.5, 1.5); ax.set_ylim(-0.5, 1.5); ax.legend(loc=\"center\")\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12885c4d",
   "metadata": {},
   "source": [
    "## 7. Entrenar una neurona\n",
    "\n",
    "Elegir los pesos a mano no escala. Queremos que la neurona los **aprenda** a partir de ejemplos.\n",
    "\n",
    "### 7a. La regla de aprendizaje del perceptrón (Rosenblatt, 1958)\n",
    "\n",
    "Para cada ejemplo mal clasificado, empuja un poco los pesos hacia él:\n",
    "$$\\mathbf{w} \\leftarrow \\mathbf{w} + \\eta\\,(y - \\hat y)\\,\\mathbf{x}, \\qquad b \\leftarrow b + \\eta\\,(y-\\hat y)$$\n",
    "Está garantizado que converge **si** los datos son linealmente separables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "716c7e4d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:54:31.501208Z",
     "iopub.status.busy": "2026-10-16T08:54:31.500778Z",
     "iopub.status.idle": "2026-10-16T08:54:31.885368Z",
     "shell.execute_reply": "2026-10-16T08:54:31.883338Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "errores de clasificación por época: [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_blobs(n=200, seed=1):\n",
    "    rng = np.random.default_rng(seed)\n",
    "    a = rng.normal([-1.5, -1.0], 0.8, size=(n // 2, 2))\n",
    "    b = rng.normal([1.5, 1.2], 0.8, size=(n // 2, 2))\n",
    "    return np.vstack([a, b]), np.array([0] * (n // 2) + [1] * (n // 2))\n",
    "\n",
    "X, y = make_blobs()\n",
    "w, b, eta = np.zeros(2), 0.0, 0.1\n",
    "errors_per_epoch = []\n",
    "for epoch in range(20):\n",
    "    errors = 0\n",
    "    for xi, yi in zip(X, y):\n",
    "        y_hat = step(np.array(xi @ w + b))\n",
    "        if y_hat != yi:\n",
    "            w += eta * (yi - y_hat) * xi\n",
    "            b += eta * (yi - y_hat)\n",
    "            errors += 1\n",
    "    errors_per_epoch.append(errors)\n",
    "print(\"errores de clasificación por época:\", errors_per_epoch)\n",
    "\n",
    "def plot_boundary(ax, predict, X, y, title):\n",
    "    xx, yy = np.meshgrid(np.linspace(X[:, 0].min() - 1, X[:, 0].max() + 1, 200),\n",
    "                         np.linspace(X[:, 1].min() - 1, X[:, 1].max() + 1, 200))\n",
    "    P = predict(np.c_[xx.ravel(), yy.ravel()]).reshape(xx.shape)\n",
    "    ax.contourf(xx, yy, P, levels=20, cmap=\"RdYlGn\", alpha=0.35)\n",
    "    ax.scatter(X[:, 0], X[:, 1], c=y, cmap=\"RdYlGn\", edgecolors=\"k\", s=25)\n",
    "    ax.set_title(title)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "plot_boundary(ax, lambda P: step(P @ w + b), X, y, \"Frontera de decisión del perceptrón\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "feee1b33",
   "metadata": {},
   "source": [
    "### 7b. Descenso de gradiente con una neurona sigmoide (= regresión logística)\n",
    "\n",
    "La función escalón tiene derivada cero, así que no podemos preguntar \"¿en qué dirección debe moverse cada peso para reducir el error?\". La cambiamos por la **sigmoide**, que es suave, interpretamos la salida como una probabilidad $\\hat y = \\sigma(z)$ y minimizamos la pérdida de **entropía cruzada binaria**:\n",
    "\n",
    "$$ L = -\\frac{1}{N}\\sum_i \\big[y_i \\log \\hat y_i + (1-y_i)\\log(1-\\hat y_i)\\big] $$\n",
    "\n",
    "La regla de la cadena da un gradiente bellamente simple (la derivada de la sigmoide cancela el logaritmo):\n",
    "\n",
    "$$ \\frac{\\partial L}{\\partial z_i} = \\frac{\\hat y_i - y_i}{N}, \\qquad \\frac{\\partial L}{\\partial \\mathbf{w}} = X^\\top \\frac{\\hat{\\mathbf{y}} - \\mathbf{y}}{N}, \\qquad \\frac{\\partial L}{\\partial b} = \\text{media}(\\hat{\\mathbf{y}} - \\mathbf{y}) $$\n",
    "\n",
    "Después se repite: $\\mathbf{w} \\leftarrow \\mathbf{w} - \\eta \\nabla_\\mathbf{w} L$. Este bucle **es** toda la idea del entrenamiento, y todos los modelos, hasta los de la escala de GPT, lo usan."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ace97ee0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:54:31.890508Z",
     "iopub.status.busy": "2026-10-16T08:54:31.890178Z",
     "iopub.status.idle": "2026-10-16T08:54:33.283405Z",
     "shell.execute_reply": "2026-10-16T08:54:33.281638Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2200x400 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pérdida final 0.007, exactitud 100.0%, w=[2.89 3.16], b=-0.05\n"
     ]
    }
   ],
   "source": [
    "def bce(y_hat, y, eps=1e-12):\n",
    "    y_hat = np.clip(y_hat, eps, 1 - eps)\n",
    "    return -np.mean(y * np.log(y_hat) + (1 - y) * np.log(1 - y_hat))\n",
    "\n",
    "neuron = Neuron(2, sigmoid)\n",
    "neuron.w = np.array([-2.0, 2.0])         # inicio deliberadamente malo para ver cómo aprende\n",
    "eta, history, snapshots = 0.5, [], {}\n",
    "for it in range(301):\n",
    "    y_hat = neuron.forward(X)\n",
    "    history.append(bce(y_hat, y))\n",
    "    grad_z = (y_hat - y) / len(y)\n",
    "    neuron.w -= eta * (X.T @ grad_z)\n",
    "    neuron.b -= eta * grad_z.sum()\n",
    "    if it in (0, 10, 50, 300):\n",
    "        snapshots[it] = (neuron.w.copy(), neuron.b)\n",
    "\n",
    "fig, axes = plt.subplots(1, 5, figsize=(22, 4))\n",
    "axes[0].plot(history); axes[0].set_title(\"pérdida de entrenamiento (BCE)\"); axes[0].set_xlabel(\"iteración\")\n",
    "for ax, (it, (w_s, b_s)) in zip(axes[1:], snapshots.items()):\n",
    "    plot_boundary(ax, lambda P: sigmoid(P @ w_s + b_s), X, y, f\"iteración {it}\")\n",
    "plt.tight_layout(); plt.show()\n",
    "acc = ((neuron.forward(X) > 0.5) == y).mean()\n",
    "print(f\"pérdida final {history[-1]:.3f}, exactitud {acc:.1%}, w={neuron.w.round(2)}, b={neuron.b:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca8ccceb",
   "metadata": {},
   "source": [
    "### La misma neurona, el mismo resultado, en PyTorch\n",
    "\n",
    "Frameworks como PyTorch calculan los gradientes por nosotros (**diferenciación automática**). El notebook 02 abre esa caja negra."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c200c7b2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:54:33.289736Z",
     "iopub.status.busy": "2026-10-16T08:54:33.289471Z",
     "iopub.status.idle": "2026-10-16T08:54:38.640098Z",
     "shell.execute_reply": "2026-10-16T08:54:38.638896Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PyTorch: pérdida 0.008, exactitud 100.0%\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "torch.manual_seed(0)\n",
    "Xt, yt = torch.tensor(X, dtype=torch.float32), torch.tensor(y, dtype=torch.float32)\n",
    "layer = torch.nn.Linear(2, 1)                        # w y b\n",
    "opt = torch.optim.SGD(layer.parameters(), lr=0.5)\n",
    "for it in range(300):\n",
    "    loss = torch.nn.functional.binary_cross_entropy_with_logits(layer(Xt).squeeze(1), yt)\n",
    "    opt.zero_grad(); loss.backward(); opt.step()\n",
    "print(f\"PyTorch: pérdida {loss.item():.3f}, exactitud {((layer(Xt).squeeze(1) > 0).float() == yt).float().mean():.1%}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6160e64c",
   "metadata": {},
   "source": [
    "## Ideas clave\n",
    "\n",
    "* Una neurona es una **suma ponderada + sesgo + activación no lineal**. Dibuja un hiperplano.\n",
    "* Las activaciones se eligen por el **comportamiento de su gradiente**: las funciones de la familia ReLU mantienen vivos los gradientes; la sigmoide y la tanh se saturan. Los transformers modernos usan **GELU** o **SiLU** (variantes suaves de ReLU).\n",
    "* **Softmax** convierte puntuaciones en probabilidades; la temperatura controla qué tan marcadas son.\n",
    "* Entrenar = definir una pérdida, calcular su gradiente con la regla de la cadena, dar un paso cuesta abajo. Repetir.\n",
    "* Una neurona no puede resolver XOR. Necesitamos **capas**, que son el tema del **notebook 02**.\n",
    "\n",
    "## Ejercicios\n",
    "\n",
    "1. Entrena la neurona sigmoide con `eta = 5.0` y con `eta = 0.01`. ¿Qué le pasa a la curva de pérdida?\n",
    "2. Sustituye `sigmoid` por `tanh` en la sección 7b (transforma las etiquetas a −1/+1 y usa el error cuadrático medio). ¿Converge más rápido?\n",
    "3. Encuentra a mano los pesos de una compuerta NAND. ¿Por qué se dice que NAND es \"universal\"?\n",
    "4. Implementa la activación **Mish** $z\\tanh(\\ln(1+e^z))$ y su derivada; verifícala con diferencias finitas.\n",
    "5. Genera nubes de puntos que se solapen mucho. ¿Qué le pasa a la regla del perceptrón? ¿Y al descenso de gradiente?"
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