Update Workshop 1 notebook

Author: kelpabc123

NN/Workshop1/Introduction_To_AI_and_Neural_Networks.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "emotional-bicycle",
+   "id": "bottom-rolling",
    "metadata": {},
    "source": [
     "NOTE: Import the following statements before running any of the other cells"
@@ -11,7 +11,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "widespread-configuration",
+   "id": "comprehensive-decline",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -29,15 +29,15 @@
   },
   {
    "cell_type": "markdown",
-   "id": "disciplinary-serbia",
+   "id": "dependent-psychiatry",
    "metadata": {},
    "source": [
     "### Activation Functions (Slide 14)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "golden-drill",
+   "id": "italic-career",
    "metadata": {},
    "source": [
     "#### Rectified Linear Unit (ReLU)"
@@ -46,7 +46,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "collectible-lighter",
+   "id": "revolutionary-physiology",
    "metadata": {},
    "outputs": [
     {
@@ -71,7 +71,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "personalized-grove",
+   "id": "plastic-suggestion",
    "metadata": {},
    "source": [
     "#### Sigmoid"
@@ -80,7 +80,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "improving-charter",
+   "id": "critical-titanium",
    "metadata": {},
    "outputs": [
     {
@@ -105,7 +105,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "chronic-latitude",
+   "id": "directed-powell",
    "metadata": {},
    "source": [
     "#### tanh"
@@ -114,7 +114,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "desperate-sussex",
+   "id": "other-accent",
    "metadata": {},
    "outputs": [
     {
@@ -139,7 +139,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "scenic-dimension",
+   "id": "homeless-dealing",
    "metadata": {},
    "source": [
     "### Code Example: One input -  One output (Slide 17)"
@@ -148,7 +148,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "mobile-criminal",
+   "id": "funded-mumbai",
    "metadata": {},
    "outputs": [
     {
@@ -172,7 +172,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "charming-falls",
+   "id": "molecular-interview",
    "metadata": {},
    "source": [
     "### Code Example: OR Gate (Slide 18)"
@@ -181,7 +181,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "reserved-group",
+   "id": "reverse-matter",
    "metadata": {},
    "outputs": [
     {
@@ -227,7 +227,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "transsexual-delicious",
+   "id": "contemporary-television",
    "metadata": {},
    "source": [
     "### Code example: Average of 3 Numbers (Slide 19)"
@@ -236,7 +236,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "accomplished-justice",
+   "id": "chief-bloom",
    "metadata": {},
    "outputs": [
     {
@@ -268,7 +268,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "solar-knight",
+   "id": "external-orleans",
    "metadata": {},
    "source": [
     "### Code Example: Multiple input - one output + Nonlinear activation (Slide 20)"
@@ -277,7 +277,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "coastal-second",
+   "id": "advisory-advocacy",
    "metadata": {},
    "outputs": [
     {
@@ -305,7 +305,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aerial-family",
+   "id": "copyrighted-flash",
    "metadata": {},
    "source": [
     "### Code example: Power of multiple layers together (Slide 21)"
@@ -314,14 +314,14 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "individual-wallace",
+   "id": "thirty-olive",
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "For x1 = 2.05848 and x2 = 0.16190, we have output 0.71463\n"
+      "For x1 = 6.55281 and x2 = 2.11292, we have output -0.89367\n"
      ]
     }
    ],
@@ -369,7 +369,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "revised-emperor",
+   "id": "genuine-quarterly",
    "metadata": {},
    "source": [
     "### Code example: Average of 3 Numbers (Vectorized) (Slide 23)"
@@ -378,7 +378,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "coordinated-cisco",
+   "id": "refined-construction",
    "metadata": {},
    "outputs": [
     {
@@ -411,24 +411,24 @@
   },
   {
    "cell_type": "markdown",
-   "id": "hidden-filename",
+   "id": "automotive-dakota",
    "metadata": {},
    "source": [
     "### Extra Example: Randomized 2 layer network"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "supreme-disposal",
+   "id": "necessary-swing",
    "metadata": {},
    "source": [
     "Below is an example of a neural network with randomly initialized weights."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "id": "computational-square",
+   "execution_count": 11,
+   "id": "swiss-doctrine",
    "metadata": {
     "scrolled": true
    },
@@ -478,15 +478,15 @@
   },
   {
    "cell_type": "markdown",
-   "id": "smart-sapphire",
+   "id": "acoustic-butler",
    "metadata": {},
    "source": [
     "## Practice Problems"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "capital-dream",
+   "id": "marked-plate",
    "metadata": {},
    "source": [
     "### Square of 2 inputs\n",
@@ -500,7 +500,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "collectible-woman",
+   "id": "subsequent-marking",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -516,7 +516,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "continued-magazine",
+   "id": "sapphire-evanescence",
    "metadata": {},
    "source": [
     "Run the tests below to verify your network works!"
@@ -525,7 +525,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "intelligent-history",
+   "id": "elder-termination",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -538,7 +538,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "creative-economy",
+   "id": "greater-permission",
    "metadata": {},
    "source": [
     "### Average of 5 values\n",
@@ -552,7 +552,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "right-decimal",
+   "id": "clear-radar",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -576,7 +576,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "engaging-ministry",
+   "id": "headed-hawaii",
    "metadata": {},
    "source": [
     "Run the tests below to verify your network works!"
@@ -585,7 +585,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "accepting-transformation",
+   "id": "instrumental-favorite",
    "metadata": {},
    "outputs": [],
    "source": [