Innovations in Neural Ranking Architectures for Real-Time Personalization

Explore innovations in neural ranking architectures in this 23-minute conference talk by Vedant Agarwal at Conf42 Python 2025. Dive into the challenges of real-time personalization and discover effective strategies to improve accuracy in search and recommendation systems. Learn about semantic search implementation using transformer models, performance optimization techniques, and methods for boosting user engagement. The talk covers embedding-based strategies, dynamic feature pipelines, and building scalable systems for real-time personalization. Understand why continuous innovation matters in this field through practical examples and actionable insights, concluding with key takeaways for implementing advanced neural ranking architectures in Python-based systems.