Develop your own Python recommender system using Machine Learning

What you will learn

Crawl pages for data (Data mining)

Implement and use recommendation algorithms

Understand how popular services such as Facebook, Instragram and Amazon recommend items to their users.

Description

Interested in machine learning or do you just want to make a recommender system on your own? Then this course is all you need! You will learn how to crawl data(data mining), setup a database for storing data and then use this data to recommend items to the users within your system.

English

Language

Content

Introduction

Introduction

Data source

setup localhost

Setup MySql (Database)

Download MySql workbench

Quick intro to databases

Database Quiz

Creating our Schema and tables


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Insert and request data to test our Schema

Data/website Crawler

Install Python 3.5+

Regular Expressions

User and Item Crawler

Save items and Users in database

Rating Crawler

Save Ratings in database

Are you ready to move on?

Python Recommender

Intro to the Recommender Framework

Implementing the Recommender

Recommend based on crawled data