Professional Certificate in Building Scalable Recommenders
-- ViewingNowThe Professional Certificate in Building Scalable Recommenders is a course designed to equip learners with the skills to create personalized user experiences. This certificate program, offered by leading online platforms, emphasizes the importance of recommendation systems in today's digital economy.
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โข Unit 1: Introduction to Recommender Systems
โข Unit 2: Use Cases and Business Values of Scalable Recommenders
โข Unit 3: Types of Recommender Systems (Collaborative Filtering, Content-Based, Hybrid)
โข Unit 4: Data Processing and Feature Engineering for Recommender Systems
โข Unit 5: Algorithms and Techniques for Building Scalable Recommenders (Matrix Factorization, Deep Learning)
โข Unit 6: Evaluation Metrics and Methodologies for Recommender Systems
โข Unit 7: Deployment and Maintenance of Scalable Recommender Systems
โข Unit 8: Ethical Considerations and Bias Mitigation in Recommender Systems
โข Unit 9: Advanced Topics in Scalable Recommenders (Sequential Recommendations, Knowledge Graphs)
โข Unit 10: Best Practices and Real-World Case Studies of Scalable Recommenders
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