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[00:00] Introduction to Language Modeling in Recommendation Systems
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Classroom Contents
Improving Recommendation Systems and Search in the Age of LLMs
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- 1 [00:00] Introduction to Language Modeling in Recommendation Systems
- 2 [01:31] Challenge 1: Hash-based Item IDs
- 3 [02:14] Solution: Semantic IDs
- 4 [05:37] Challenge 2: Data Augmentation and Quality
- 5 [06:10] Solution: LLM-Augmented Synthetic Data
- 6 [06:21] Indeed Case Study
- 7 [10:37] Spotify Case Study
- 8 [13:34] Challenge 3: Separate Systems and High Operational Costs
- 9 [14:24] Solution: Unified Models
- 10 [14:51] Netflix Case Study Unicorn
- 11 [16:46] Etsy Case Study Unified Embeddings
- 12 [20:26] Key Takeaways
