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#Content-Based Filtering

Showing: 9 courses
Association for Computing Machinery (ACM)

Content-based Graph Reconstruction for Cold-start Item Recommendation - SIGIR 2024

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Explore innovative graph reconstruction techniques for cold-start item recommendations, enhancing content-based approaches in recommender systems.
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1 Lesons
13 minutes
On-Demand
Free-Video
TensorFlow

Building Recommendation Systems with TensorFlow

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Learn to create powerful recommendation systems using TensorFlow, covering content-based and collaborative filtering, ranking models, multitask learning, and efficient serving with ScaNN.
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7 Lesons
30 minutes
On-Demand
Free-Video
Data Science Dojo

Recommender Systems: Metrics, Trends, and Challenges

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Explore recommender systems' impact on digital strategies, from basic models to advanced approaches. Learn implementation strategies and address deployment challenges.
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1 Lesons
53 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Building a MovieLens Recommender System

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Explore recommendation systems and build your own using collaborative and content-based filtering techniques in Python with MovieLens dataset.
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1 Lesons
1 hour 29 minutes
On-Demand
Free-Video
Qdrant - Vector Database & Search Engine

Vector Search for Content-Based Video Recommendation

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Discover how to implement vector search for video recommendations using Qdrant, exploring practical applications, system architecture, and performance optimization techniques for high-scale platforms.
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1 Lesons
38 minutes
On-Demand
Free-Video
IBM

Understanding AI Recommendation Engines - From Collaborative Filtering to Personalization

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Discover how recommendation engines use machine learning to power personalized experiences, from collaborative filtering to content-based approaches that shape our online interactions.
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1 Lesons
11 minutes
On-Demand
Free-Video
WeAreDevelopers

Using Text Embedding Algorithms in Recommender Systems

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Explore text embedding algorithms' surprising effectiveness in recommendation systems, outperforming state-of-the-art models while offering efficiency for large-scale applications.
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20 Lesons
44 minutes
On-Demand
Free-Video
Data Science Conference

Building Decision-Making Assistants: Introduction to Recommendation Systems

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Explore recommendation systems from basic classification to advanced Netflix-style matrix factorization, covering content filtering, collaboration models, SVD, and PCA techniques.
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1 Lesons
32 minutes
On-Demand
Free-Video
OpenSource Connections

Building Recommendation Systems with Vector Search - Women of Search

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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.
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16 Lesons
39 minutes
On-Demand
Free-Video