Matrix Factorization Courses and Certifications

Linear Algebra Basics for Computer Vision - Lecture 2

Explore essential linear algebra concepts including vectors, matrices, transformations, and SVD, with practical applications in computer vision and machine learning.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

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)

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

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)

IIT Kharagpur;  NPTEL

Recommender Systems

Explore recommender systems' foundations, algorithms, and applications. Learn data preprocessing, collaborative filtering, content-based techniques, and evaluation methods for effective recommendation systems.

• Swayam
• 8 weeks
• On-Demand
• Free Online Course

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

Serrano.Academy

Unsupervised Learning

Explore key unsupervised learning techniques including clustering, dimensionality reduction, and generative models. Gain insights into real-world applications like recommendation systems and image compression.

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

Serrano.Academy

Machine Learning

Comprehensive introduction to key machine learning concepts, algorithms, and applications, covering testing, error metrics, recommendation systems, and various classification methods.

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

Association for Computing Machinery (ACM)

KDD 2020: Robust Deep Learning Methods for Anomaly Detection

Explore robust deep learning techniques for anomaly detection, focusing on auto-encoders and their applications in video surveillance and image analysis.

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

IMSA

Hilbert Schemes of Plane Curve Singularities and Matrix Factorizations

Explore connections between algebraic geometry and topology through plane curve singularities, Hilbert schemes, and matrix factorizations in this advanced mathematics lecture.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Society for Industrial and Applied Mathematics

Analytic Shape Reconstruction of a Planar Conductivity Inclusion

Explore mathematical techniques for reconstructing planar conductivity inclusions using generalized polarization tensors and Riemann mapping coefficients in this advanced applied mathematics seminar.

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

Aladdin Persson

Matrix Factorization Techniques for Recommender Systems

Explore matrix factorization techniques for building effective recommender systems, covering key concepts and practical implementation strategies.

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

Society for Industrial and Applied Mathematics

Hierarchical Interpolative Factorization

Explore efficient matrix factorization techniques for differential and integral operators, focusing on interpolative decomposition and its applications in various dimensions and problem types.

• YouTube
• 33 minutes
• On-Demand
• Conference Talk