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Recsperts - Recommender Systems Experts
#15: Podcast Recommendations in the ARD Audiothek with Mirza Klimenta
Apr 27, 2023
A senior data scientist discusses podcast recommendations in the ARD Audiothek, exploring algorithms, mitigating bias, collaborative filtering, and content-based recommendations. He also talks about responsibility in providing diversified content suggestions and shares insights on becoming a novelist.
01:19:11
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Quick takeaways
- Start with simple methods for recommender systems before advanced techniques to prioritize diversified content over precision.
- Combining embeddings from USC, transcripts, and images enhances recommender system accuracy, diversity, and novelty metrics.
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Importance of Simple Approaches in Recommender Systems
Emphasizing the significance of starting with simple methods before advanced techniques in recommender systems to fully utilize their potential. Specifically, highlighting the need to prioritize diversified content over precision, utilizing embeddings to calculate inter-list similarity for content diversity.
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