Recommendation Systems Courses and Certifications

Association for Computing Machinery (ACM)

Recommendation Systems

Explore cutting-edge research in recommendation systems, covering algorithms, personalization techniques, and user behavior analysis for improved content suggestions.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Conference Talk

OpenSource Connections

Building Recommendation Systems with Vector Search - Women of Search

Explore building recommendation systems using vector search, focusing on Ref2Vec for user representation and bipartite graphs for user-product connections. Learn to enhance e-commerce experiences through advanced search techniques.

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

Toronto Machine Learning Series (TMLS)

Knowledge Graph Recommendation Systems for COVID-19

Explore knowledge graph recommendation systems for COVID-19, leveraging Python skills to enhance understanding of pandemic-related data and insights.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

GoLab conference

Building Location-Based Recommendation Systems Using Google Geocoding and Go

Explore building location-based recommendation systems using Google's Geocoding API and Go. Learn about geospatial data analysis, SurrealDB's Geo functions, and the benefits of Go for this application.

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

Simons Institute

Adaptive Data Collection via Autoregressive Generation in News Recommendation Systems

Discover how autoregressive models can enhance adaptive data collection and decision-making through Thompson sampling, with applications in news recommendation systems and cold-start problems.

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

Vector Database Projects: AI Recommendation Systems

14 ratings at Coursera

Develop AI-powered recommendation systems using vector databases, Chroma DB, and Hugging Face models. Create food ordering and job search projects to showcase your skills in this high-growth field.

• Coursera
• 5 hours 8 minutes
• On-Demand
• Paid Course

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
• 4 hours
• On-Demand
• Free Certificate

Recommendation Systems

Learn to build diverse recommendation systems using Python, from hybrid techniques to collaborative filtering, exploring key concepts like cosine similarity for practical applications.

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

Collaborative Filtering Techniques with ALS using JS

Master collaborative filtering and ALS algorithms in JavaScript to build powerful recommendation systems with user-based, item-based, and matrix factorization techniques.

• CodeSignal
• 4 hours
• On-Demand
• Free Certificate

TensorFlow

Building Recommendation Systems with TensorFlow

Learn to create powerful recommendation systems using TensorFlow, covering content-based and collaborative filtering, ranking models, multitask learning, and efficient serving with ScaNN.

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

Learn By Example: Hadoop, MapReduce for Big Data problems

1185 ratings at Udemy

A hands-on workout in Hadoop, MapReduce and the art of thinking "parallel"

• Udemy
• 13 hours 44 minutes
• On-Demand
• Paid Course

Nearest Neighbor Collaborative Filtering

308 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
• Paid Course

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

RA: Retail Customer Analytics and Trade Area Modeling.

476 ratings at Udemy

EP3: Learn Python and apply Customer analytics, Churn prediction, Customer Segmentation and Trade Area Modeling.

• Udemy
• 15 hours 42 minutes
• On-Demand
• Paid Course

Linear Algebra for Machine Learning

Learn the linear algebra concepts behind machine learning.

• edX
• 4 weeks, 2-5 hours a week
• On-Demand
• Free Online Course (Audit)