Collaborative Filtering Courses and Certifications

Diving Deep into Collaborative Filtering Techniques with ALS

Explore collaborative filtering techniques for recommendation systems, from user-based methods to matrix factorization and Alternating Least Squares algorithms for both explicit and implicit feedback.

• CodeSignal
• On-Demand
• Free Certificate

Valerio Velardo - The Sound of AI

Build a Spotify-Like Music Recommender System in Python

Create a Spotify-like music recommender system using Python, collaborative filtering, and Alternating Least Squares. Learn about music recommendation types, Spotify's architecture, and implement artist suggestions with the 'implicit' library.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Graph Signal Diffusion Model for Collaborative Filtering - Tutorial 2.2

Explore graph signal diffusion models for collaborative filtering in recommendation systems, enhancing predictive accuracy and user experience.

• YouTube
• 14 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Collaborative Filtering Based on Diffusion Models: Unveiling the Potential of High-Order Connectivity

Explore collaborative filtering using diffusion models, unveiling high-order connectivity potential in recommendation systems for enhanced user experiences.

• YouTube
• 16 minutes
• On-Demand
• Free Video

fast.ai

Practical Deep Learning For Coders

7 reviews

Learn how to get a GPU server online suitable for deep learning— to creating state of the art, highly practical, models for computer vision, natural language processing, and recommendation systems.

• Independent
• 7 weeks, 10 hours a week
• On-Demand
• Free Online Course

Building Recommendation Engines with PySpark

Learn tools and techniques to leverage your own big data to facilitate positive experiences for your users.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Building Recommendation Engines in Python

Learn to build recommendation engines in Python using machine learning techniques.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Nearest Neighbor Collaborative Filtering

307 ratings at Coursera

Learn personalized recommendation techniques using nearest-neighbor algorithms. Explore user-user and item-item collaborative filtering, their variations, benefits, and drawbacks for creating tailored product suggestions.

• Coursera
• 13 hours 5 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Recommender Systems

Comprehensive exploration of recommender systems, covering fundamental techniques to advanced topics. Gain practical skills through interactive exercises and implement real-world solutions using various algorithms and tools.

• Coursera
• 22 weeks, 3 hours a week
• On-Demand
• Paid Course
• 5 courses

Building Recommender Systems with Machine Learning and AI

3470 ratings at Udemy

How to create machine learning recommendation systems with deep learning, collaborative filtering, and Python.

• Udemy
• 11 hours 47 minutes
• On-Demand
• Paid Course

Sungkyunkwan University

Recommender Systems

Explore collaborative filtering, deep learning, and advanced concepts in recommender systems. Gain practical skills for building personalized recommendation algorithms.

• Coursera
• 16 hours 37 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning and AI Foundations: Recommendations

325 ratings at LinkedIn Learning

This project-based course shows programmers of all skill levels how to use machine learning to build programs that can make recommendations—like recommending new products.

• LinkedIn Learning
• 58 minutes
• On-Demand
• Free Trial Available

Building a Recommendation System with Python Machine Learning & AI

250 ratings at LinkedIn Learning

Discover how to use Python to build programs that can make recommendations. This hands-on course explores different types of recommendation systems, and shows how to build each one.

• LinkedIn Learning
• 1 hour 39 minutes
• On-Demand
• Free Trial Available

The Ultimate Beginners Guide to Python Recommender Systems

180 ratings at Udemy

Use collaborative filtering to recommend movies to users! Implementations step by step from scratch!

• Udemy
• 3 hours 54 minutes
• On-Demand
• Paid Course

Recommendation Engine Bootcamp

158 ratings at Udemy

Master recommendation systems Industry Projects using using modern recommendation techniques and methodologies

• Udemy
• 4 hours 22 minutes
• On-Demand
• Paid Course