1
0
mirror of https://github.com/gsi-upm/sitc synced 2024-11-17 20:12:28 +00:00
sitc/ml1/2_0_0_Intro_ML.ipynb

127 lines
3.4 KiB
Plaintext
Raw Permalink Normal View History

2016-03-15 12:55:14 +00:00
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![](files/images/EscUpmPolit_p.gif \"UPM\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Course Notes for Learning Intelligent Systems"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
2019-02-28 10:32:00 +00:00
"Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
2016-03-15 12:55:14 +00:00
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Introduction to Machine Learning\n",
"\n",
"This lecture provides a quick introduction to Machine Learning in Python using the Iris dataset as an example. \n",
"\n",
"In this session we will focus on applying multiclass classification algorithms."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Table of Contents"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. [Home](2_0_0_Intro_ML.ipynb)\n",
" 1. [Objectives](2_0_1_Objectives.ipynb)\n",
"1. [What is scikit-learn](2_1_Intro_ScikitLearn.ipynb)\n",
"1. [Reading Data](2_2_Read_Data.ipynb)\n",
"2. [Visualisation](2_3_0_Visualisation.ipynb)\n",
" 1. [Advanced visualisation](2_3_1_Advanced_Visualisation.ipynb)\n",
"3. [Preprocessing](2_4_Preprocessing.ipynb)\n",
"4. [Machine learning](2_5_0_Machine_Learning.ipynb)\n",
" 1. [kNN Model](2_5_1_kNN_Model.ipynb)\n",
" 1. [Decision Tree Learning Model](2_5_2_Decision_Tree_Model.ipynb)\n",
"4. [Model tuning](2_6_Model_Tuning.ipynb)\n",
"4. [Model persistence](2_7_Model_Persistence.ipynb)\n",
"4. [Conclusions](2_8_Conclusions.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## References"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* [Scikit-learn web page](http://scikit-learn.org/stable/)\n",
"* [Scikit-learn videos](http://blog.kaggle.com/author/kevin-markham/) and [notebooks](https://github.com/justmarkham/scikit-learn-videos) by Kevin Marham\n",
2022-02-21 12:29:33 +00:00
"* [Python Machine Learning](https://learning.oreilly.com/library/view/python-machine-learning/9781789955750/), Sebastian Raschka, Packt Publishing, 2019."
2016-03-15 12:55:14 +00:00
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Licence\n",
"The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n",
"\n",
2019-02-28 10:32:00 +00:00
"© Carlos A. Iglesias, Universidad Politécnica de Madrid."
2016-03-15 12:55:14 +00:00
]
}
],
"metadata": {
"kernelspec": {
2022-02-21 12:29:33 +00:00
"display_name": "Python 3 (ipykernel)",
2016-03-15 12:55:14 +00:00
"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",
2022-02-21 12:29:33 +00:00
"version": "3.8.12"
2019-02-28 10:32:00 +00:00
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
"autocomplete": true,
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 1,
"hotkeys": {
"equation": "Ctrl-E",
"itemize": "Ctrl-I"
},
"labels_anchors": false,
"latex_user_defs": false,
"report_style_numbering": false,
"user_envs_cfg": false
2016-03-15 12:55:14 +00:00
}
},
"nbformat": 4,
2019-02-28 10:32:00 +00:00
"nbformat_minor": 1
2016-03-15 12:55:14 +00:00
}