summaryrefslogtreecommitdiff
path: root/notebooks/theory_ai.ipynb
blob: 68e9428414c1680c56311ad48e19d9b7da556b0d (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Artificial intelligence\n",
    "\n",
    "## Catelogires\n",
    "- Narrow AI - when a machine has superior performance to a human when doing one specific task.\n",
    "- General AI is when a machine is similar in its performance to a human in any intellectual task.\n",
    "- Strong AI is when a machine is superior to humans in any intellectual task.\n",
    "\n",
    "## Machine learning\n",
    "A subset of AI\n",
    "\n",
    "### Supervised Learning\n",
    "uses regression and classification analysis\n",
    "- requires input and output\n",
    "- uses labelled data\n",
    "- receive set of inputs and correct outputs to permit learning process\n",
    "- once trained, the model is run using labelled data (to refine / reinforce)\n",
    "- results compared with expected output.\n",
    "- model is run with unlabelled data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deep learning\n",
    "- machines that think in a way similar to the human brain. They handle huge amounts of data using artificial neural networks.\n",
    "## Artificial neural networks\n",
    "- networks of interconnected nodes."
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}