Information Retrieval Course
4,3/5
This course offers a practical introduction to information retrieval, covering keyword-based and semantic search techniques, evaluation methods, and optimization strategies to build effective search systems.
4,3 in rating
from 4 to 360h flexible workload
certificate valid in your country
What will I learn?
This Information Retrieval Course provides a quick, hands-on route to creating top-notch search functionality. You'll delve into basic keyword techniques, TF-IDF, and BM25, then progress to semantic retrieval using embeddings, ANN, and efficient indexing. Master analysing datasets, understanding user needs, creating evaluation queries, assessing relevance, measuring precision@5, and implementing real enhancements through monitoring, A/B testing, and introductory learning-to-rank concepts.
Elevify advantages
Develop skills
- Build semantic search: design embedding indexes for quick, pertinent results.
- Implement TF-IDF and BM25: adjust ranking models for improved search accuracy.
- Analyse search data: examine tags, content fields, and quality to enhance recall.
- Model user intent: develop realistic queries and link them to appropriate resources.
- Evaluate search quality: conduct A/B tests, label relevance, and measure precision@5.
Suggested summary
Before starting, you can change the chapters and the workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.What our students say
Your lessons are perfect. I purchased the one-year package and finally have the opportunity to follow various topics of interest without needing to change platforms... I'm grateful for everything you do, I've already recommended you to other people...
Giulio CarloDigital Marketing Student
I like how the lessons are straight to the point and how I can change chapters and skip content I don't need.
Mariana FerresPhotography Student
I like the content and the way videos are presented and transcribed, which speeds up the process!
Luciana AlvarengaNail Design Student
The platform is fast, simple to use. The diversity of content and complementary videos really help with learning.
André FelipePrompt Engineering Student
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