video & text course
August 22, 2025
4 chapters · 20 lessons
ai search manual
AI-generated course with 4 chapters and 20 lessons.
Includes theory, images, videos, an interactive quiz and a downloadable certificate.
Course Content
1
The Evolution of Information Retrieval: From Lexical to Neural
6 lessons
- Boolean Retrieval Models
- Vector Space Models
- Probabilistic Retrieval Models
- Introduction to Neural Information Retrieval
- Deep Learning for Ranking
- Transformer-based Retrieval Models
2
AI Search Architecture Deep Dive: Teardowns of Leading Platforms
5 lessons
- Google Search Architecture
- Bing Search Architecture
- DuckDuckGo Search Architecture
- Comparison of Architectures
- Scalability and Performance Considerations
3
Query Fan-Out
4 lessons
- Understanding Query Expansion Techniques
- Managing Query Complexity
- Optimizing for Speed and Relevance
- Query Fan-Out and Search Latency
4
Latent Intent, and Source Aggregation
5 lessons
- Identifying User Intent: Implicit vs. Explicit
- Techniques for Latent Intent Detection
- Source Aggregation Strategies
- Dealing with Conflicting Information
- Evaluating the Effectiveness of Source Aggregation
