Building real world song recommendation engine with python

Using item based collaborative filtering to find similar songs

3.25 (14 reviews)
Udemy
platform
English
language
Data Science
category
Building real world song recommendation engine with python
64
students
2 hours
content
Dec 2019
last update
$19.99
regular price

What you will learn

At the end of my course students will be able to use the collaborative filtering to recommend music

Why take this course?

Course Description

Learn to build recommendation engine with Collaborative filtering and  popular programming language Python.

Build a strong foundation in Recommendation Systems with this tutorial for beginners.

  • Understanding of recommendation systems

  • Leverage Collaborative filtering to classify documents

  • User Jupyter Notebook for programming

  • Use singular value decomposition (SVD) for recommendation engine

A Powerful Skill at Your Fingertips  Learning the fundamentals of recommendation system puts a powerful and very useful tool at your fingertips. Python and Jupyter are free, easy to learn, has excellent documentation.

Jobs in recommendation systems area are plentiful, and being able to learn Collaborative filtering and SVD will give you a strong edge.

Recommendation Systems ares becoming very popular. Amazon, Walmart, Google eCommerce websites are few famous example of recommendation systems in action. Recommendation Systems are vital in information retrieval, upselling and cross selling of products.  Learning Collaborative filtering with SVD will help you become a recommendation system developer which is in high demand.

Big companies like Google, Facebook, Microsoft, AirBnB and Linked In already using recommendation systens with item based collaborative in information retrieval and social platforms. They claimed that using recommendation systems has boosted productivity of entire company significantly.

Content and Overview  

This course teaches you on how to build recommendation systems using open source Python and Jupyter framework.  You will work along with me step by step to build following answers

Introduction to recommendation systems.

Introduction to Collaborative filtering

Build an jupyter notebook step by step using item based collaborative filtering

Build a real world web application to recommend music



What am I going to get from this course?

  • Learn recommendations systems and build real world music recommendation engine from professional trainer from your own desk.

  • Over 10 lectures teaching you how to build real world recommendation systems

  • Suitable for beginner programmers and ideal for users who learn faster when shown.

  • Visual training method, offering users increased retention and accelerated learning.

  • Breaks even the most complex applications down into simplistic steps.

  • Offers challenges to students to enable reinforcement of concepts. Also solutions are described to validate the challenges.


Screenshots

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Reviews

Viraj
May 1, 2022
Sections 1, 2, 3 were good. The Section 4 of building the web application needs more detailed explanation in terms of various elements needed and how to code for them for any general web application. Also I tried running the application on my system but it does run citing urllib error and I need help to understand why the error is there and how to resolve it. Thats why Section 4 needs detailing on code elements and running part on command prompt. Overall this is a good course to learn the framework of recommender systems
Yizu
April 17, 2020
Although the course assumes the students have some exposure in python, the instruction is reasonably easy to follow and the explanation is clear. It's very friendly and a good intro of recommender engine. Bravo.

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2673592
udemy ID
11/26/2019
course created date
2/8/2020
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