Ranking Algorithms Courses and Certifications

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)

Tech with Tim

AI Has Changed Databases Forever - How BM25 and Hybrid Retrieval Transform Database Search

Discover how AI transforms database search with BM25 ranking and hybrid retrieval in PostgreSQL, moving beyond traditional search limitations for better results.

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

Alan Turing Institute

Learning From Ranks, Learning to Rank - Jean-Philippe Vert, Google Brain

Explore differentiable approaches to integrate permutations, sorting, and ranking in machine learning, focusing on embedding techniques and relaxation of ranking operators.

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

Exposure Ninja

How to Rank in AI Search - March 2024 Update

Discover proven strategies to rank at the top of Google's Search Generative Experience with 9 months of testing insights and actionable optimization techniques.

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

IEEE

Fully Online Matching II - Beating Ranking and Water-filling

Explore advanced online matching algorithms, comparing Ranking and Water-filling methods. Learn about Balanced Ranking and Eager Water-filling techniques for improved performance in fully online scenarios.

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

OpenSource Connections

Can Search Results be Fair? - Haystack On Tour Austin

Explore fairness in search results with NIST Scientist Emeritus Ellen Voorhees, discussing challenges and potential solutions in information retrieval systems.

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

OpenSource Connections

Mastering Hybrid Search: Blending Classic Ranking with Vector Search - Haystack EU 2023

Explore hybrid search systems combining classic ranking and vector search. Learn best practices for enhancing relevancy, managing performance-accuracy tradeoffs, and scaling to production.

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

Association for Computing Machinery (ACM)

ACM ICTIR 2024 - Theoretical Aspects of Information Retrieval

Explore cutting-edge research in information retrieval through 26 original papers and a keynote on exploration systems, covering topics from query performance to AI-powered recommendations.

• YouTube
• 4 hours 9 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

A Taxation Perspective for Fair Re-ranking - SIGIR 2024

Explore a taxation perspective for fair re-ranking in information retrieval, examining fairness considerations and algorithmic approaches.

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

Association for Computing Machinery (ACM)

The Treatment of Ties in Rank-Biased Overlap - Evaluation M1.5

Explore the treatment of ties in Rank-Biased Overlap, examining its impact on information retrieval evaluation metrics and ranking systems.

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

Association for Computing Machinery (ACM)

Unbiased Learning to Rank - Lessons from Baidu's Large-Scale Search Dataset

Explore real-world insights from Baidu's search data analysis, examining unbiased learning-to-rank methodologies and their practical implications for search engine optimization.

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

Association for Computing Machinery (ACM)

Unbiased Learning-to-Rank Needs Unconfounded Propensity Estimation

Explore advanced techniques in unbiased learning-to-rank systems, focusing on propensity estimation methods and their impact on fair ranking algorithms and search result optimization.

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

Center for Language & Speech Processing(CLSP), JHU

Collection Fusion - 2009

Explore advanced techniques for merging and analyzing diverse data collections, enhancing information retrieval and data mining capabilities.

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

Association for Computing Machinery (ACM)

Fairness Rising from the Ranks - HITS and PageRank on Homophilic Networks

Explore how HITS and PageRank algorithms perform on homophilic networks, examining their impact on fairness and ranking systems in network analysis.

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

Association for Computing Machinery (ACM)

Fairness in Ranking Under Disparate Uncertainty

Explore the critical intersection of fairness and uncertainty in ranking systems, examining how disparate uncertainties affect algorithmic decision-making and search result rankings.

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