Recommender Systems Courses and Certifications

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

CodeEmporium

Let's Build a Music Recommender!

Build a music recommender using AudioSet dataset, embedding generation, and ANNOY for efficient similarity search. Learn to process audio data and create a recommendation engine.

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

James Briggs

Evaluation Measures for Search and Recommender Systems

Learn popular offline metrics for evaluating search and recommender systems, including Recall@K, MRR, MAP@K, and NDCG@K, with Python demonstrations and practical insights for improving information retrieval systems.

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

International PHP Conference

Building Recommender System in PHP8

Develop a fully functional Movie Recommendation Engine using PHP8 and Kaggle datasets. Learn recommendation system basics and create a customizable solution for personalized movie suggestions.

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

Nvidia

Mastering Multilingual Recommender Systems - Grandmaster Series

Explore NVIDIA Merlin team's winning approach in Amazon KDD Cup 2023, featuring innovative techniques for multilingual e-commerce product recommendations and next product title generation.

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

VinAI

Towards AI-Aided Decision Making: Preference Learning and Recommendations from Multimodal Data

Explore AI-aided decision making through preference learning and recommendations, leveraging multimodal data for personalized user experiences in the era of pervasive digitization.

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

Data Science Dojo

Recommender Systems: Metrics, Trends, and Challenges

Explore recommender systems' impact on digital strategies, from basic models to advanced approaches. Learn implementation strategies and address deployment challenges.

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

Data Science Festival

Recommenders with Values: Developing Recommendation Engines in a Public Service Organization

Explore how BBC develops recommender systems aligned with public service values, addressing methodological and cultural challenges in content recommendation for diverse audiences.

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

Toronto Machine Learning Series (TMLS)

Building a MovieLens Recommender System

Explore recommendation systems and build your own using collaborative and content-based filtering techniques in Python with MovieLens dataset.

• YouTube
• 1 hour 29 minutes
• On-Demand
• Free Video

Toronto Machine Learning Series (TMLS)

Latent User Intent Modeling in Recommender Systems

Explore latent variable models for capturing user intents in recommender systems, enhancing understanding beyond item-level interactions.

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

Toronto Machine Learning Series (TMLS)

Unleashing the Full Potential of Your Recommender System in Production

Improve recommender systems through production monitoring, data insights, and drift detection to enhance performance and drive better business outcomes.

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

Snorkel AI

KeyBank's Innovative Approach to Recommender Systems in Financial Services

Explore KeyBank's innovative recommender systems for enhancing banker productivity. Learn about challenges, opportunities, and data-centric approaches in financial sector implementation.

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

Anyscale

Large Scale Pathways Recommender Systems (PaRS) at Verizon

Explore Verizon's innovative multi-task learning recommender system, PaRS, leveraging Ray ecosystem to enhance customer experience through deep learning and efficient large-scale model training.

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

Anyscale

Large Language-Style Universal Models for Short Video Recommendations

Explore a ray-based solution for large-scale video recommendations, featuring a single big model with sparse inputs/outputs and universal graph search algorithm. Learn about its advantages and empirical results.

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

MLOps.community

From Robotics to Recommender Systems - MLOps Podcast #240

Explore robotics, computer vision, and recommender systems with Miguel Fierro. Gain insights on ML applications, sports analytics, and AI integration in various fields from a Microsoft Principal Data Science Manager.

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