nano-neuron.ipynb

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 "metadata": {
  "language_info": {
   "name": "python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "version": "3.7.5"
  },
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  "file_extension": ".py",
  "mimetype": "text/x-python",
  "name": "python",
  "npconvert_exporter": "python",
  "pygments_lexer": "ipython3",
  "version": 3
 },
 "cells": [
  {
   "cell_type": "markdown",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Nano Neuron in python\n",
    "\n",
    "This is a python port over @trekhleb 's excellent project here: https://github.com/trekhleb/nano-neuron\n",
    "\n",
    "> NanoNeuron is an over-simplified version of the Neuron concept from Neural Networks. NanoNeuron is trained to convert temperature values from Celsius to Fahrenheit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-3-97d4f0e4124b>, line 2)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-3-97d4f0e4124b>\"\u001b[0;36m, line \u001b[0;32m2\u001b[0m\n\u001b[0;31m    > Let's implement our NanoNeuron model function. It implements basic linear dependency between x and y which looks like `y = w * x + b`.\u001b[0m\n\u001b[0m    ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "## The NanoNeuron model\n",
    "> Let's implement our NanoNeuron model function. It implements basic linear dependency between x and y which looks like `y = w * x + b`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "class NanoNeuron:\n",
    "    def __init__(self, w: float, b: float):\n",
    "        self.w = w\n",
    "        self.b = b\n",
    "\n",
    "    def predict(self, x: float) -> float:\n",
    "        return x * self.w + self.b"
   ]
  },
  {
   "cell_type": "markdown",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Celsius to Fahrenheit conversion\n",
    "\n",
    "> The temperature value in Celsius can be converted to Fahrenheit using the following formula: `f = 1.8 * c + 32`, where `c` is a temperature in Celsius and `f` is the calculated temperature in Fahrenheit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def celsius_to_fahrenheit(c: float) -> float:\n",
    "    w = 1.8\n",
    "    b = 32\n",
    "    f = c * w + b\n",
    "    return f\n",
    "\n",
    "# Plot Celsius to Fahrenheit function\n",
    "fig, axes = plt.subplots()\n",
    "axes.set_title(\"Celsius to Fahrenheit\")\n",
    "axes.set(ylabel=\"fahrenheit\", xlabel=\"celsius\")\n",
    "\n",
    "x = np.linspace(0,100,100)\n",
    "y = celsius_to_fahrenheit(x)\n",
    "\n",
    "axes.plot(x,y, 'g')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Generating data-sets\n",
    "\n",
    "> Before the training we need to generate training and test data-sets based on the celsius_to_fahrenheit() function. Data-sets consist of pairs of input values and correctly labeled output values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_data_sets():\n",
    "    # x_train -> [0, 1, 2, ...],\n",
    "    # yTrain -> [32, 33.8, 35.6, ...]\n",
    "    x_train = []\n",
    "    y_train = []\n",
    "\n",
    "    for x in range(100):\n",
    "        x_train.append(x)\n",
    "        y_train.append(celsius_to_fahrenheit(x))\n",
    "\n",
    "    # xTest -> [0.5, 1.5, 2.5, ...]\n",
    "    # yTest -> [32.9, 34.7, 36.5, ...]\n",
    "    x_test = []\n",
    "    y_test = []\n",
    "\n",
    "    # By starting from 0.5 and using the same step of 1 as we have used for training set\n",
    "    # we make sure that test set has different data comparing to training set.\n",
    "    for x in range(100):\n",
    "        x += .5\n",
    "        x_test.append(x)\n",
    "        y_test.append(celsius_to_fahrenheit(x))\n",
    "\n",
    "    return x_train, y_train, x_test, y_test"
   ]
  },
  {
   "cell_type": "markdown",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## The cost (the error) of prediction\n",
    "\n",
    "> We need to have some metric that will show us how close our model's prediction is to correct values. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predictionCost(y, prediction):\n",
    "  return (y - prediction) ** 2 / 2"
   ]
  },
  {
   "cell_type": "markdown",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Forward propagation\n",
    "\n",
    "> To do forward propagation means to do a prediction for all training examples from `x_train` and `y_train` data-sets and to calculate the average cost of those predictions along the way."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "def forward_propagation(model, x_train, y_train):\n",
    "    m = len(x_train)\n",
    "    predictions = []\n",
    "    cost = 0\n",
    "    \n",
    "    for i in range(m):\n",
    "        prediction = model.predict(x_train[i])\n",
    "        cost += predictionCost(y_train[i], prediction)\n",
    "        predictions.append(prediction)\n",
    "\n",
    "    # We are interested in average cost.\n",
    "    cost /= m\n",
    "    return predictions, cost"
   ]
  },
  {
   "cell_type": "markdown",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Backward propagation\n",
    "\n",
    "> When we know how right or wrong our NanoNeuron's predictions are (based on average cost at this point) what should we do to make the predictions more precise?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "def backward_propagation(predictions, x_train, y_train):\n",
    "    m = len(x_train)\n",
    "    # At the beginning we don't know in which way our parameters 'w' and 'b' need to be changed.\n",
    "    # Therefore we're setting up the changing steps for each parameters to 0.\n",
    "    dW = 0\n",
    "    dB = 0\n",
    "\n",
    "    for i in range(m):\n",
    "        dW += (y_train[i] - predictions[i]) * x_train[i]\n",
    "        dB += y_train[i] - predictions[i]\n",
    "    \n",
    "    # We're interested in average deltas for each params.\n",
    "    dW /= m\n",
    "    dB /= m\n",
    "    return dW, dB"
   ]
  },
  {
   "cell_type": "markdown",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Training the model\n",
    "\n",
    "> Now we know how to evaluate the correctness of our model for all training set examples (forward propagation). We also know how to do small adjustments to parameters w and b of our NanoNeuron model (backward propagation). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(model, epochs, alpha, x_train, y_train):\n",
    "    # The is the history array of how NanoNeuron learns.\n",
    "    cost_history = []\n",
    "\n",
    "    # Let's start counting epochs.\n",
    "    for epoch in range(epochs):\n",
    "        # Forward propagation.\n",
    "        predictions, cost = forward_propagation(model, x_train, y_train)\n",
    "        cost_history.append((model.w, model.b, cost))\n",
    "\n",
    "        # Backward propagation.\n",
    "        dW, dB = backward_propagation(predictions, x_train, y_train)\n",
    "\n",
    "        # Adjust our NanoNeuron parameters to increase accuracy of our model predictions.\n",
    "        model.w += alpha * dW\n",
    "        model.b += alpha * dB\n",
    "\n",
    "    return cost_history"
   ]
  },
  {
   "cell_type": "markdown",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Putting all the pieces together\n",
    "\n",
    "> Now let's use the functions we have created above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "neuron = NanoNeuron(w=random.random(), b=random.random())\n",
    "\n",
    "x_train, y_train, x_test, y_test = generate_data_sets()\n",
    "\n",
    "training_cost_history = train(\n",
    "    neuron,\n",
    "    epochs=10000,\n",
    "    alpha=0.0005,\n",
    "    x_train=x_train,\n",
    "    y_train=y_train\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 1296x1296 with 25 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Celsius to Fahrenheit function\n",
    "fig, axes = plt.subplots(nrows=5, ncols=5, figsize=(18, 18))\n",
    "\n",
    "fig.suptitle(\"Celsius to Fahrenheit\")\n",
    "\n",
    "for idx, ax in enumerate(axes.flatten()):\n",
    "    epoch = len(training_cost_history)//25*idx\n",
    "    ax.set_title(f\"Epoch={epoch}\")\n",
    "\n",
    "    w, b, _ = training_cost_history[epoch]\n",
    "    x = np.linspace(0,100,100)\n",
    "    ax.plot(x,celsius_to_fahrenheit(x), 'g')\n",
    "    ax.plot(x,NanoNeuron(w=w, b=b).predict(x), 'r')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "Cost before the training: (0.33365586935206726, 0.14319103269899103, 6349.757427381134)\nCost after the training: (1.9349575351395987, 23.04850855766792, 10.167147293172018)\nw=1.9349404150218816,b=23.04964410439438\n"
    }
   ],
   "source": [
    "print('Cost before the training:', training_cost_history[0])\n",
    "print('Cost after the training:', training_cost_history[-1])\n",
    "\n",
    "print(f\"w={neuron.w},b={neuron.b}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "158.4954731559261"
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neuron.predict(70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}