diff --git a/README.md b/README.md index a924533..79e3133 100644 --- a/README.md +++ b/README.md @@ -14,3 +14,4 @@ Este repositorio contiene las tareas y laboratorios del curso. | 1 | Práctica Regresión Lineal | [Practica_Regresion_Lineal.ipynb](Practica_Regresion_Lineal.ipynb) | | 2 | Práctica Feature Engineering, Scaling y Vectorización | [Practica_02_feature_engineering.ipynb](Practica_02_feature_engineering.ipynb) | | 3 | Clasificador K-Nearest Neighbors | [KNN/K-nearest neighbor.ipynb](KNN/K-nearest%20neighbor.ipynb) | +| 4 | Inferencia (Forward Propagation) en Redes Neuronales | [Tarea_4_Forward_Propagation.ipynb](Tarea_4_Forward_Propagation.ipynb) | diff --git a/Tarea_4_Forward_Propagation.ipynb b/Tarea_4_Forward_Propagation.ipynb new file mode 100644 index 0000000..9cd9d44 --- /dev/null +++ b/Tarea_4_Forward_Propagation.ipynb @@ -0,0 +1,703 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "d8uIS7qdD2Y3" + }, + "source": [ + "# Tarea 4 — Inferencia (Forward Propagation) en Redes Neuronales\n", + "\n", + "En esta tarea vas a implementar la **inferencia** (*forward propagation*) de **tres redes neuronales distintas** usando **NumPy** y **multiplicación matricial**.\n", + "\n", + "Las tres son clasificadores **binarios**: tienen una **única neurona de salida con activación sigmoide** y usan **sigmoide** también en las capas ocultas.\n", + "\n", + "**Los pesos ya están entrenados y te los entregamos dibujados en el diagrama de cada red**: cada peso está anotado sobre su conexión (en amarillo) y cada *bias* junto a su neurona (`b=...`). Tu trabajo es **leer** esos valores del diagrama y programar el forward propagation.\n", + "\n", + "## Qué debes hacer en cada red\n", + "\n", + "1. **Transcribir** los pesos y biases del diagrama a arreglos de NumPy.\n", + "2. **Contar** el número total de parámetros de la red.\n", + "3. **Implementar** el forward propagation con multiplicación matricial.\n", + "4. **Probar** tu red con las entradas dadas y compararlas con el resultado esperado.\n", + "\n", + "> 💡 Aquí solo hacemos **inferencia**: los pesos ya están dados, **no** hay entrenamiento." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JsBA_RlXD2Y8" + }, + "source": [ + "## Repaso: producto punto y multiplicación matricial\n", + "\n", + "Una neurona toma un vector de entrada $\\vec{a}_{in}$, lo combina con su vector de pesos $\\vec{w}_j$ y su bias $b_j$, y aplica la activación $g$ (aquí, la sigmoide):\n", + "\n", + "$$a_j = g\\!\\left(\\vec{w}_j \\cdot \\vec{a}_{in} + b_j\\right)$$\n", + "\n", + "donde $\\vec{w}_j \\cdot \\vec{a}_{in} = \\sum_i w_{ij}\\,a_i$ es el **producto punto**.\n", + "\n", + "💡 **Relación clave (multiplicación matricial ↔ producto punto).** Calcular **todas** las neuronas de una capa a la vez es una **multiplicación matricial**:\n", + "\n", + "$$\\vec{z} = \\vec{a}_{in}\\,W + \\vec{b}, \\qquad \\vec{a} = g(\\vec{z})$$\n", + "\n", + "Cada elemento del resultado es **exactamente un producto punto**: la entrada $\\vec{a}_{in}$ por una **columna** de $W$ (los pesos de una neurona). Es decir, **una multiplicación matricial es muchos productos punto calculados de una sola vez**. Por eso en NumPy `a_in @ W` (o np.matmul) calcula toda la capa con una sola operación.\n", + "\n", + "**Convención de formas** (importante para transcribir):\n", + "\n", + "- $W$ tiene forma `(n_entradas, n_neuronas)` → la **columna $j$** son los pesos de la neurona $j$.\n", + "- $\\vec{b}$ tiene forma `(n_neuronas,)`.\n", + "\n", + "Forward propagation = aplicar esto **capa por capa**: $\\vec{a}_{in} \\to \\vec{a}^{[1]} \\to \\vec{a}^{[2]} \\to \\cdots \\to \\hat{y}$.\n", + "\n", + "**Cómo leer el diagrama:** el número amarillo sobre cada conexión es $w_{ij}$ (de la entrada/neurona $i$ hacia la neurona $j$); el valor `b=...` debajo de cada neurona es su bias. Para una misma neurona de origen, las etiquetas van ordenadas de la neurona destino más cercana ($j=1$) a la más lejana." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "id": "yR6x7yT3D2Y9" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Listo. sigmoid(0) = 0.5\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "# La funcion de activacion sigmoide ya esta implementada (NO la modifiques).\n", + "def sigmoid(z):\n", + " z = np.clip(z, -500, 500) # estabilidad numerica\n", + " return 1 / (1 + np.exp(-z))\n", + "\n", + "print(\"Listo. sigmoid(0) =\", sigmoid(0.0))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0ubNbYhhD2ZA" + }, + "source": [ + "## Ejercicio 0 — La función `dense` (una capa)\n", + "\n", + "Implementa **una sola vez** la función `dense`, que calcula **una capa completa** con multiplicación matricial y activación sigmoide. La reutilizarás en las tres redes.\n", + "\n", + "$$\\vec{a}_{out} = g\\!\\left(\\vec{a}_{in}\\,W + \\vec{b}\\right)$$\n", + "\n", + "Recuerda: `a_in @ W` es la multiplicación matricial; cada elemento de su resultado es el producto punto de `a_in` con una columna de `W`." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "id": "WcXI0Mt2D2ZB" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.73105858 0.88079708 0.95257413]\n" + ] + } + ], + "source": [ + "def dense(a_in, W, b):\n", + " \"\"\"Calcula UNA capa: a_in (n_in,) -> a_out (n_neuronas,).\n", + " Debe usar multiplicacion matricial: sigmoid(a_in @ W + b).\"\"\"\n", + " # a_out = None\n", + " # YOUR CODE HERE\n", + " a_out = sigmoid(a_in @ W + b) # a_in @ W = un producto punto por cada neurona (columna de W)\n", + " #\n", + " return a_out\n", + "\n", + "# Prueba rapida (NO la cambies): una capa de 2 entradas -> 3 neuronas\n", + "W_test = np.array([[1.0, 0.0, -1.0],\n", + " [0.0, 1.0, 2.0]])\n", + "b_test = np.array([0.0, 0.0, 0.0])\n", + "print(dense(np.array([1.0, 2.0]), W_test, b_test))\n", + "# Deberias obtener aprox: [0.731 0.881 0.953]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-cicgOk9D2ZB" + }, + "source": [ + "---\n", + "\n", + "## Red A — ¿Aprueba el examen? (2 → 2 → 1)\n", + "\n", + "Predice si un estudiante **aprueba** un examen a partir de:\n", + "\n", + "- $x_1$: horas de **estudio**\n", + "- $x_2$: horas de **sueño**\n", + "\n", + "Arquitectura: **2 entradas → 1 capa oculta de 2 neuronas → 1 salida**. Los pesos están en el diagrama:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QuZLxur6D2ZC" + }, + "source": [ + "![Red A](data:image/png;base64,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+ ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cXOBWGZYD2ZE" + }, + "source": [ + "### A.1 — Transcribe los pesos\n", + "\n", + "Lee el diagrama y crea los arreglos. `A_W1` tiene forma `(2, 2)`; `A_W2` tiene forma `(2, 1)`." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "id": "ETBJ8ytuD2ZF" + }, + "outputs": [], + "source": [ + "# Capa oculta: 2 entradas -> 2 neuronas\n", + "# A_W1 = None # forma (2, 2) # YOUR CODE HERE\n", + "A_W1 = np.array([[ 1.0, -1.5], # fila = entrada x1: x1->a1=+1.0 , x1->a2=-1.5\n", + " [ 0.5, 2.0]]) # fila = entrada x2: x2->a1=+0.5 , x2->a2=+2.0\n", + "# A_b1 = None # forma (2,)\n", + "A_b1 = np.array([-1.0, -2.0]) # bias de a1 y a2\n", + "# Capa de salida: 2 -> 1\n", + "# A_W2 = None # forma (2, 1) # YOUR CODE HERE\n", + "A_W2 = np.array([[ 2.0], # a1 -> y = +2.0\n", + " [-1.5]]) # a2 -> y = -1.5\n", + "# A_b2 = None # forma (1,)\n", + "A_b2 = np.array([-1.0]) # bias de la salida" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KbJOlRACD2ZG" + }, + "source": [ + "### A.2 — Número de parámetros\n", + "\n", + "Calcula el total de parámetros = (todos los pesos) + (todos los biases). Pista: `W.size` te da cuántos números tiene una matriz." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "id": "Z1jm22PGD2ZG" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parametros Red A: 9\n" + ] + } + ], + "source": [ + "# A_n_params = None # YOUR CODE HERE\n", + "A_n_params = A_W1.size + A_b1.size + A_W2.size + A_b2.size\n", + "print(\"Parametros Red A:\", A_n_params)\n", + "# Deberias obtener: 9" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7G_RimX_D2ZH" + }, + "source": [ + "### A.3 — Forward propagation\n", + "\n", + "Encadena `dense` capa por capa. La Red A tiene **2 capas**: $\\vec{a}^{[1]} \\to \\hat{y}$." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "id": "vdTChhgbD2ZH" + }, + "outputs": [], + "source": [ + "def forward_A(x):\n", + " \"\"\"x: arreglo (2,) -> probabilidad de aprobar.\"\"\"\n", + " # YOUR CODE HERE: usa dense con (A_W1, A_b1) y luego con (A_W2, A_b2)\n", + " # y = None\n", + " a1 = dense(x, A_W1, A_b1) # capa oculta: (2,) -> (2,)\n", + " y = dense(a1, A_W2, A_b2) # capa salida: (2,) -> (1,)\n", + " return y" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XKY-nFj0D2ZH" + }, + "source": [ + "### A.4 — Prueba tu red" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "id": "uRgEIspsD2ZJ" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "estudio=2 sueno=6 -> p=0.3694\n", + "estudio=5 sueno=5 -> p=0.5158\n", + "estudio=8 sueno=1 -> p=0.7308\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_102539/2121402088.py:3: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " print(f\"estudio={x[0]} sueno={x[1]} -> p={float(p):.4f}\")\n" + ] + } + ], + "source": [ + "for x in [[2, 6], [5, 5], [8, 1]]:\n", + " p = forward_A(np.array(x, dtype=float))\n", + " print(f\"estudio={x[0]} sueno={x[1]} -> p={float(p):.4f}\")\n", + "\n", + "# Deberias obtener aprox:\n", + "# estudio=2 sueno=6 -> p=0.3694 (no aprueba)\n", + "# estudio=5 sueno=5 -> p=0.5158 (apenas aprueba)\n", + "# estudio=8 sueno=1 -> p=0.7308 (aprueba)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zyR0m35KD2ZK" + }, + "source": [ + "---\n", + "\n", + "## Red B — ¿El correo es spam? (3 → 4 → 2 → 1)\n", + "\n", + "Clasifica un correo como **spam** (1) o no (0) a partir de:\n", + "\n", + "- $x_1$: número de **enlaces**\n", + "- $x_2$: número de palabras en **MAYÚSCULAS**\n", + "- $x_3$: menciones de **dinero/premios**\n", + "\n", + "Arquitectura: **3 entradas → oculta de 4 → oculta de 2 → 1 salida**. Lee los pesos:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zA-RPF_KD2ZK" + }, + "source": [ + "![Red 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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ott8ugrKD2ZN" + }, + "source": [ + "### B.1 — Transcribe los pesos\n", + "\n", + "Formas: `B_W1` `(3, 4)`, `B_b1` `(4,)`, `B_W2` `(4, 2)`, `B_b2` `(2,)`, `B_W3` `(2, 1)`, `B_b3` `(1,)`." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "id": "s0-Ly5aID2ZN" + }, + "outputs": [], + "source": [ + "# Capa oculta 1: 3 entradas -> 4 neuronas\n", + "# B_W1 = None # forma (3, 4) # YOUR CODE HERE\n", + "B_W1 = np.array([[ 0.5, -1.0, 2.0, 0.3], # x1 -> a1,a2,a3,a4\n", + " [-1.5, 0.8, -0.5, 1.0], # x2 -> a1,a2,a3,a4\n", + " [ 1.0, 0.4, -2.0, -0.6]]) # x3 -> a1,a2,a3,a4\n", + "# B_b1 = None # forma (4,)\n", + "B_b1 = np.array([-0.5, 1.0, 0.2, -1.0])\n", + "# Capa oculta 2: 4 -> 2\n", + "# B_W2 = None # forma (4, 2) # YOUR CODE HERE\n", + "B_W2 = np.array([[ 1.0, -0.5], # a1 -> A1,A2\n", + " [-2.0, 1.5], # a2 -> A1,A2\n", + " [ 0.6, 0.9], # a3 -> A1,A2\n", + " [-1.0, -0.4]]) # a4 -> A1,A2\n", + "# B_b2 = None # forma (2,)\n", + "B_b2 = np.array([0.3, -0.7])\n", + "# Capa de salida: 2 -> 1\n", + "# B_W3 = None # forma (2, 1) # YOUR CODE HERE\n", + "B_W3 = np.array([[ 2.0], # A1 -> y\n", + " [-1.8]]) # A2 -> y\n", + "# B_b3 = None # forma (1,)\n", + "B_b3 = np.array([-0.2])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qwoABh6fD2ZN" + }, + "source": [ + "### B.2 — Número de parámetros" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "id": "2SflR0JmD2ZN" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parametros Red B: 29\n" + ] + } + ], + "source": [ + "# B_n_params = None # YOUR CODE HERE\n", + "B_n_params = B_W1.size + B_b1.size + B_W2.size + B_b2.size + B_W3.size + B_b3.size\n", + "print(\"Parametros Red B:\", B_n_params)\n", + "# Deberias obtener: 29" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yq6uljKVD2ZN" + }, + "source": [ + "### B.3 — Forward propagation\n", + "\n", + "La Red B tiene **3 capas**: $\\vec{a}^{[1]} \\to \\vec{a}^{[2]} \\to \\hat{y}$." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "id": "3bWYYk5HD2ZN" + }, + "outputs": [], + "source": [ + "def forward_B(x):\n", + " \"\"\"x: arreglo (3,) -> probabilidad de spam.\"\"\"\n", + " # YOUR CODE HERE: encadena dense tres veces\n", + " # y = None\n", + " a1 = dense(x, B_W1, B_b1) # (3,) -> (4,)\n", + " a2 = dense(a1, B_W2, B_b2) # (4,) -> (2,)\n", + " y = dense(a2, B_W3, B_b3) # (2,) -> (1,)\n", + " return y" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aYJbOwjTD2ZN" + }, + "source": [ + "### B.4 — Prueba tu red" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "id": "szqEdHdID2ZN" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "enlaces=1 mayus=3 dinero=0 -> p=0.2226\n", + "enlaces=2 mayus=1 dinero=1 -> p=0.3922\n", + "enlaces=3 mayus=0 dinero=2 -> p=0.6114\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_102539/2199352188.py:3: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " print(f\"enlaces={x[0]} mayus={x[1]} dinero={x[2]} -> p={float(p):.4f}\")\n" + ] + } + ], + "source": [ + "for x in [[1, 3, 0], [2, 1, 1], [3, 0, 2]]:\n", + " p = forward_B(np.array(x, dtype=float))\n", + " print(f\"enlaces={x[0]} mayus={x[1]} dinero={x[2]} -> p={float(p):.4f}\")\n", + "\n", + "# Deberias obtener aprox:\n", + "# enlaces=1 mayus=3 dinero=0 -> p=0.2226 (no spam)\n", + "# enlaces=2 mayus=1 dinero=1 -> p=0.3922 (no spam)\n", + "# enlaces=3 mayus=0 dinero=2 -> p=0.6114 (spam)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GQ21r6ZRD2ZN" + }, + "source": [ + "---\n", + "\n", + "## Red C — ¿Transacción fraudulenta? (4 → 3 → 3 → 2 → 1)\n", + "\n", + "Detecta si una transacción con tarjeta es **fraude** (1) o no (0) a partir de:\n", + "\n", + "- $x_1$: **monto** (en miles)\n", + "- $x_2$: **hora** del día (0–3, codificada)\n", + "- $x_3$: número de **transacciones recientes**\n", + "- $x_4$: **distancia** al domicilio\n", + "\n", + "Arquitectura: **4 entradas → oculta de 3 → oculta de 3 → oculta de 2 → 1 salida**. Lee los pesos:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "J4KlbSo5D2ZN" + }, + "source": [ + "![Red 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+ ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LmAlxqXJD2ZP" + }, + "source": [ + "### C.1 — Transcribe los pesos\n", + "\n", + "Formas: `C_W1` `(4, 3)`, `C_b1` `(3,)`, `C_W2` `(3, 3)`, `C_b2` `(3,)`, `C_W3` `(3, 2)`, `C_b3` `(2,)`, `C_W4` `(2, 1)`, `C_b4` `(1,)`." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "id": "ovXNmsTLD2ZQ" + }, + "outputs": [], + "source": [ + "# Capa oculta 1: 4 entradas -> 3 neuronas\n", + "# C_W1 = None # forma (4, 3) # YOUR CODE HERE\n", + "C_W1 = np.array([[ 0.8, -1.0, 0.5], # x1 -> a1,a2,a3\n", + " [-0.6, 1.2, 0.3], # x2 -> a1,a2,a3\n", + " [ 1.0, -0.4, -1.5], # x3 -> a1,a2,a3\n", + " [ 0.2, 0.7, 1.0]]) # x4 -> a1,a2,a3\n", + "# C_b1 = None # forma (3,)\n", + "C_b1 = np.array([-0.5, 0.4, 1.0])\n", + "# Capa oculta 2: 3 -> 3\n", + "# C_W2 = None # forma (3, 3) # YOUR CODE HERE\n", + "C_W2 = np.array([[ 1.5, -0.8, 0.6], # a1 -> b1,b2,b3\n", + " [-1.0, 1.0, -0.5], # a2 -> b1,b2,b3\n", + " [ 0.4, 1.2, -1.4]]) # a3 -> b1,b2,b3\n", + "# C_b2 = None # forma (3,)\n", + "C_b2 = np.array([0.2, -1.0, 0.5])\n", + "# Capa oculta 3: 3 -> 2\n", + "# C_W3 = None # forma (3, 2) # YOUR CODE HERE\n", + "C_W3 = np.array([[ 1.0, -1.2], # b1 -> c1,c2\n", + " [-0.7, 0.9], # b2 -> c1,c2\n", + " [ 1.4, 0.5]]) # b3 -> c1,c2\n", + "# C_b3 = None # forma (2,)\n", + "C_b3 = np.array([-0.3, 0.6])\n", + "# Capa de salida: 2 -> 1\n", + "# C_W4 = None # forma (2, 1) # YOUR CODE HERE\n", + "C_W4 = np.array([[ 1.8], # c1 -> y\n", + " [-2.0]]) # c2 -> y\n", + "# C_b4 = None # forma (1,)\n", + "C_b4 = np.array([0.1])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CWvJkM_RD2ZQ" + }, + "source": [ + "### C.2 — Número de parámetros" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "id": "w0YU6Gv6D2ZQ" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parametros Red C: 38\n" + ] + } + ], + "source": [ + "# C_n_params = None # YOUR CODE HERE\n", + "C_n_params = (C_W1.size + C_b1.size + C_W2.size + C_b2.size +\n", + " C_W3.size + C_b3.size + C_W4.size + C_b4.size)\n", + "print(\"Parametros Red C:\", C_n_params)\n", + "# Deberias obtener: 38" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AHnYVtRLD2ZQ" + }, + "source": [ + "### C.3 — Forward propagation\n", + "\n", + "La Red C tiene **4 capas**: $\\vec{a}^{[1]} \\to \\vec{a}^{[2]} \\to \\vec{a}^{[3]} \\to \\hat{y}$." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "id": "ab9Qwn3HD2ZQ" + }, + "outputs": [], + "source": [ + "def forward_C(x):\n", + " \"\"\"x: arreglo (4,) -> probabilidad de fraude.\"\"\"\n", + " # YOUR CODE HERE: encadena dense cuatro veces\n", + " # y = None\n", + " a1 = dense(x, C_W1, C_b1) # (4,) -> (3,)\n", + " a2 = dense(a1, C_W2, C_b2) # (3,) -> (3,)\n", + " a3 = dense(a2, C_W3, C_b3) # (3,) -> (2,)\n", + " y = dense(a3, C_W4, C_b4) # (2,) -> (1,)\n", + " return y" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VxHdwgSwD2ZQ" + }, + "source": [ + "### C.4 — Prueba tu red" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "id": "OGn-edBED2ZQ" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x=[0, 3, 0, 1] -> p=0.3936\n", + "x=[1, 1, 1, 1] -> p=0.5109\n", + "x=[3, 0, 3, 0] -> p=0.6247\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_102539/2859525198.py:3: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " print(f\"x={x} -> p={float(p):.4f}\")\n" + ] + } + ], + "source": [ + "for x in [[0, 3, 0, 1], [1, 1, 1, 1], [3, 0, 3, 0]]:\n", + " p = forward_C(np.array(x, dtype=float))\n", + " print(f\"x={x} -> p={float(p):.4f}\")\n", + "\n", + "# Deberias obtener aprox:\n", + "# x=[0, 3, 0, 1] -> p=0.3936 (no fraude)\n", + "# x=[1, 1, 1, 1] -> p=0.5109 (frontera)\n", + "# x=[3, 0, 3, 0] -> p=0.6247 (fraude)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vgKGwLR_D2ZQ" + }, + "source": [ + "---\n", + "\n", + "## ¡Felicidades! 🎉\n", + "\n", + "Implementaste la **inferencia** (forward propagation) de tres redes neuronales de distinto tamaño, usando solo **NumPy** y **multiplicación matricial**:\n", + "\n", + "- Leíste los pesos directamente del **diagrama** de cada red.\n", + "- Contaste sus **parámetros** (9, 29 y 38).\n", + "- Encadenaste la función `dense` **capa por capa**.\n", + "\n", + "**Idea clave:** sin importar cuántas entradas, capas o neuronas tenga la red, la inferencia es siempre lo mismo — propagar la entrada hacia adelante con una **multiplicación matricial por capa** (que no es más que muchos **productos punto** a la vez) seguida de la activación. El **entrenamiento** —encontrar esos pesos— es el tema de la siguiente unidad.\n", + "\n", + "*Material de Universidad Galileo / adaptado de DeepLearning.AI (CC BY-SA 2.0).*" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}