Information Retrieval Courses and Certifications

Perplexity AI - The Ultimate Course for Research and Writing

475 ratings at Udemy

Learn Perplexity AI to unlock the next generation of research and writing for any task and industry. Perplexity Mastery!

• Udemy
• 2 hours 49 minutes
• On-Demand
• Paid Course

Retrieval Augmented Generation (RAG)

187 ratings at Coursera

Master building production-ready RAG systems that connect LLMs to external data sources through hands-on labs with vector databases, retrieval methods, and real-world datasets.

• Coursera
• 1 day 7 hours 16 minutes
• On-Demand
• Paid Course

Multimodal RAG: AI Search & Recommender Systems with GPT-4

184 ratings at Udemy

Mastering Multimodal RAG: Build AI-Powered Search & Recommender Systems with GPT-4, CLIP, and ChromaDB

• Udemy
• 1 hour 36 minutes
• On-Demand
• Paid Course

Google NotebookLM: Master AI-Powered Knowledge Management

101 ratings at Udemy

Master Google NotebookLM: Streamline Research, Summarize Sources, and Unlock AI-Powered Insights

• Udemy
• 1 hour 53 minutes
• On-Demand
• Paid Course

Haystack-Build and Evaluate Agentic Generative AI Pipelines

87 ratings at Udemy

Learn techniques for document search,RAG,content generation,Evaluation, Data Science techniques with Haystack components

• Udemy
• 6 hours 9 minutes
• On-Demand
• Paid Course

Fundamentals of Microsoft 365 Generative AI

48 ratings at Coursera

Master Microsoft 365 Copilot's core features across applications, learning to craft effective prompts, retrieve information, generate content, and apply ethical AI principles for enhanced productivity in personal and professional settings.

• Coursera
• 20 hours 51 minutes
• On-Demand
• Paid Course

Packt

AI Enhancement with Knowledge Graphs - Mastering RAG Systems

Master the integration of Knowledge Graphs with RAG systems to enhance AI capabilities, covering Neo4j implementation, vector embeddings, and end-to-end project development for improved contextual understanding.

• Coursera
• 5 hours 50 minutes
• On-Demand
• Paid Course

Pragmatic AI Labs

Advanced RAG

Master cutting-edge RAG techniques to enhance LLM applications. Learn embedding strategies, document processing, and advanced retrieval methods for building high-performance AI solutions in enterprise environments. 10 hands-on labs and exercise to "learn…

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

Create a RAG Application with BigQuery

Master building RAG pipelines by implementing embeddings, vector search, and Gemini integration within BigQuery to create powerful AI-driven data solutions.

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

Coursera

Unify Modalities: Cross-Modal Retrieval

Master cross-modal retrieval systems that bridge text and images using FAISS, attention mechanisms, and multimodal embeddings for production-scale AI applications.

• Coursera
• 1 hour 36 minutes
• On-Demand
• Paid Course

Coursera

Measure Vector Similarity

Master cosine similarity, dot-product, and Euclidean distance through hands-on Python implementation and real-world benchmarking for ML applications.

• Coursera
• 1 hour 49 minutes
• On-Demand
• Paid Course

Coursera

Blend Hybrid Search

Master hybrid search by combining BM25 keyword matching with dense vectors, tuning alpha parameters, and using NDCG metrics to optimize relevance in AI-powered search systems.

• Coursera
• 2 hours 15 minutes
• On-Demand
• Paid Course

Coursera

Build Chroma Search

Master semantic search by building a real-world Chroma-powered search engine, deploying a Flask API, and evaluating performance using MRR and precision@5 metrics.

• Coursera
• 2 hours 46 minutes
• On-Demand
• Paid Course

Natural Language Understanding I - Spring 2023

Master advanced NLP techniques including transformers, BERT, GPT, in-context learning, and behavioral evaluation methods for natural language understanding systems.

• YouTube
• 15 hours 29 minutes
• On-Demand
• Free Video

BasisTech

NLP4L - Using Corpus and Learning-to-Rank for Better Search Results

情報検索の性能改善手法を解説。再現率と精度の指標を見直し、コーパス活用とランキング学習の実践をNLP4Lのデモを交えて紹介。ユーザー体験向上のヒントを提供。

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