Information Retrieval Courses and Certifications

Center for Language & Speech Processing(CLSP), JHU

Recent Advances in Audio Information Retrieval

Explore cutting-edge techniques in audio information retrieval, covering recent advances in speech processing and machine learning applications for audio data analysis.

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

Center for Language & Speech Processing(CLSP), JHU

Introduction to Information Retrieval

Discover fundamental concepts of information retrieval systems, search algorithms, and data organization techniques in this comprehensive introduction.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Data Science Dojo

How Agentic Search is Redefining Information Retrieval

Explore how search agents can decompose complex queries, iterate through hypotheses, and synthesize insights across multiple sources, moving beyond traditional keyword-based systems to solve complex problems strategically.

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

Center for Language & Speech Processing(CLSP), JHU

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

Explore Susan Dumais' groundbreaking research on personal information retrieval systems and innovative approaches to organizing and finding digital content.

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

Advanced Retrieval for AI with Chroma

11 ratings at Coursera

Enhance AI retrieval with advanced techniques: query expansion, cross-encoder reranking, and embedding adapters. Improve relevance and accuracy of retrieved information for more effective AI applications.

• Coursera
• 1 hour 3 minutes
• On-Demand
• Paid Course

Information Retrieval and Mining Massive Data Sets

135 ratings at Udemy

Learn various techniques to build a Google scale Information Retrieval System.

• Udemy
• 1 day 15 hours 9 minutes
• On-Demand
• Paid Course

Microcredential

Machine Learning

16265 ratings at Coursera

Gain practical experience in prediction, classification, clustering, and information retrieval through case studies. Learn to analyze complex datasets and build adaptive, intelligent systems.

• Coursera
• 8 weeks, 10 hours a week
• On-Demand
• Paid Course
• 4 courses

Yannic Kilcher

Author Interview - Transformer Memory as a Differentiable Search Index

Explore a novel approach to information retrieval using a single Transformer model that encodes corpus information in its parameters, enabling direct query-to-document mapping without external indices.

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

Association for Computing Machinery (ACM)

The New ACM Digital Library - User and Administrator Training

Explore ACM's new Digital Library interface, featuring enhanced search capabilities, user profiles, and administrative tools for efficient access to computing research and publications.

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

OpenSource Connections

Reciprocal Rank Fusion (RRF) - How to Stop Worrying about Boosting - Lecture

Explore Reciprocal Rank Fusion (RRF) for combining search results, its advantages over boosting, and implementation in various systems. Learn from Philipp Krenn's expertise in search technology.

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

OpenSource Connections

Relevance in the Age of Generative Search - Haystack US 2023 Keynote

Explore the integration of generative AI in search, covering strategies, code examples, and the balance between AI capabilities and traditional relevance techniques for accurate results.

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

Anyscale

NLP and the Future of Search - You.com's Innovative Approach

Explore how You.com is revolutionizing search with NLP, from LLMs connected to the web to multi-modal chat answers and personalization. Discover the future of AI-powered search and task-solving agents.

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

MLOps.community

Combining LLMs with Knowledge Bases to Prevent Hallucinations

Explore strategies to prevent LLM hallucinations by combining them with knowledge bases. Learn to build reliable AI-driven applications using an LLM-powered support center example.

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

NPTEL-NOC IITM

VSM - Example 1: Reinforcement

Explore reinforcement techniques through a practical example in Vector Space Models (VSM), enhancing your understanding of natural language processing concepts.

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

media.ccc.de

Waiter, There's an LLM in My Search - Exploring the Future of Search Engines

Explore the challenges and potential solutions for modern search engines affected by LLMs, from combating AI-generated content to implementing federated search systems for better information discovery.

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