Information Retrieval Courses and Certifications

Introduction to Information Retrieval with Amazon Q

14 ratings at Coursera

Explore Amazon Q's capabilities in information retrieval, summarization, and responsible AI-powered discussions. Learn how it enhances productivity for business users and AWS developers.

• Coursera
• 28 minutes
• On-Demand
• Paid Course

Introduction to Information Retrieval

Master the science behind search engines through indexing, ranking algorithms, vector space models, and modern semantic retrieval techniques with hands-on Lucene practice.

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

Amazon Web Services;  Amazon

Introduction to Information Retrieval with Amazon Q

Explore Amazon Q's capabilities in information retrieval, focusing on safe and responsible AI-powered search and summarization for enterprise data and AWS development.

• AWS Skill Builder
• 25 minutes
• On-Demand
• Free Certificate

AI Engineer

Information Retrieval from the Ground Up

1 review

Explore decades of information retrieval research and learn how search engines form the foundation of RAG, enhanced by modern machine learning techniques.

• YouTube
• 1 hour 48 minutes
• On-Demand
• Free Video

Aleksa Gordić - The AI Epiphany

Will LLMs Kill Search? The Future of Information Retrieval

Explore the future of search with Nils Reimers, discussing RAG, multilingual embedding, complex data search, and Cohere-Rerank. Gain insights on LLMs' impact on search technology.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

OpenSource Connections

Comparing AI-Augmented Information Retrieval Strategies

Explore AI-powered information retrieval strategies with Women of Search experts. Analyze fine-tuning ML models, RAG pipelines, and reranking methods for optimal use in search applications.

• YouTube
• 52 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

MLOps.community

Information Retrieval and Relevance: Vector Embeddings for Semantic Search

Explore vector embeddings for semantic search, learning techniques to create meaningful representations and apply them in information retrieval systems. Gain insights from an experienced technologist.

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

Association for Computing Machinery (ACM)

Large Language Models and Future of Information Retrieval: Opportunities and Challenges - Lecture 1

Explore the impact of large language models on information retrieval, discussing future opportunities and challenges in search technology.

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

Association for Computing Machinery (ACM)

Steering Large Language Models for Cross-lingual Information Retrieval - Multilingual Retrieval

Explore techniques for leveraging large language models in cross-lingual information retrieval, enhancing multilingual search capabilities and improving global information access.

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

Association for Computing Machinery (ACM)

Dimension Importance Estimation for Dense Information Retrieval - Tutorial 2.1

Explore dimension importance estimation techniques for dense information retrieval, enhancing search accuracy and efficiency in large-scale systems.

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

OpenSource Connections

AI-Powered Search: Navigating the Evolving Lexicon of Information Retrieval - Keynote

Explore the evolving landscape of AI-powered search and information retrieval, examining new concepts and their relationships to traditional techniques in this insightful keynote presentation.

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

Center for Language & Speech Processing(CLSP), JHU

Stuff I've Seen: A System for Personal Information Retrieval - 2013

Explore a unified system for personal information retrieval, leveraging contextual cues to easily find and re-use previously seen content across various digital formats.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

NevIR: Negation in Neural Information Retrieval

Explore negation's impact on neural information retrieval models, analyzing performance across architectures and proposing strategies to improve handling of negated queries.

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

Association for Computing Machinery (ACM)

Unsupervised Large Language Model Alignment for Information Retrieval via Contrastive Feedback - Lecture 1

Explore unsupervised LLM alignment for information retrieval using contrastive feedback, enhancing search capabilities and improving query-document relevance.

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