Recommender Systems Courses and Certifications

Recommender Systems: Behind the Screen

How are items recommended when you’re browsing for movies, jobs or clothing online? Register here and you’ll discover the fundamental concepts and methods allowing the most relevant item suggestions to users from e-commerce to online advertisement.

• edX
• 6 weeks, 4-6 hours a week
• On-Demand
• Free Online Course (Audit)

Building Recommender Systems with Machine Learning and AI

262 ratings at LinkedIn Learning

Learn how to build recommender systems and help people discover new products and content with deep learning, neural networks, and machine learning recommendations.

• LinkedIn Learning
• 9 hours 6 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

National Tsing Hua University

Recommender Systems in Python

Learn what recommender systems are, why they’ve become so popular, and how AI could help you implement your own.

• FutureLearn
• 6 weeks, 3 hours a week
• On-Demand
• Free Online Course (Audit)

Les coulisses des systèmes de recommandation

Exploration approfondie des systèmes de recommandation, couvrant l'apprentissage automatique, l'évaluation, la modélisation avancée, les bandits contextuels, le classement et l'équité algorithmique.

• edX
• 3 weeks, 29-31 hours a week
• On-Demand
• Free Online Course (Audit)

Explore machine learning-based recommender systems, their applications, and learn to build, assess, and improve your own model for personalized recommendations.

• Codecademy
• 2 hours
• On-Demand
• Free Trial Available

Serrano.Academy

How Does Netflix Recommend Movies? Matrix Factorization

Explore matrix factorization in recommender systems, focusing on Netflix's movie recommendation algorithm. Learn about dependencies, error functions, and predicting user ratings.

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

Nvidia

Building a Winning Deep Learning Recommender System - Grandmaster Series Episode 5

Learn how Kaggle Grandmasters built a winning Deep Learning Recommender System for Booking.com, using matrix factorization, ensemble models, and data augmentation techniques. Gain insights into GPU-accelerated recommender systems.

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

Nvidia

Boosted Trees and Deep Neural Networks for Better Recommender Systems

Explore GPU-accelerated boosted trees and deep neural networks for building winning recommender systems, featuring insights from Kaggle Grandmasters on the ACM RecSys Challenge.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Data Science Dojo

Building a Personalised Attrition Recommendation System

Comprehensive guide to building an attrition recommendation system, covering data analysis, predictive modeling, and strategy development to prevent employee churn and improve workforce retention.

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

Coding Tech

Building a Music Recommendation Engine

Learn to build a music recommendation engine using AudioSet dataset, embedding generation, and ANNOY algorithm. Hands-on coding and practical implementation for personalized music suggestions.

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

Association for Computing Machinery (ACM)

Deep Learning for Search and Recommender Systems in Practice

Explore deep learning techniques for search and recommendation systems, covering document retrieval, ranking, personalization, and evaluation metrics. Learn about pointwise, pairwise, and listwise ranking approaches.

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

Association for Computing Machinery (ACM)

Deep Learning for Search and Recommender Systems in Practice - Part 2

Explore advanced techniques in deep learning for search and recommender systems, focusing on practical implementation and real-world applications at LinkedIn.

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

Association for Computing Machinery (ACM)

Deep Learning for Search and Recommender Systems in Practice - Part 1

Explore practical applications of deep learning in search and recommender systems, focusing on query understanding, candidate retrieval, and ranking techniques.

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

Association for Computing Machinery (ACM)

Recommender Systems - Beyond Machine Learning with Joe Konstan

Explore advanced recommender systems beyond machine learning, focusing on user behavior and experience. Learn about successes, failures, and innovative approaches to personalization and evaluation.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video