Professional Certificate in Recommender Systems Using AI
-- ViewingNowThe Professional Certificate in Recommender Systems Using AI is a comprehensive course that equips learners with the essential skills to develop data-driven, intelligent recommendation systems. This program emphasizes the importance of AI in creating personalized user experiences, a highly sought-after skill in today's technology-driven world.
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โข Unit 1: Introduction to Recommender Systems
โข Unit 2: Types of Recommender Systems
— Content-Based Filtering
— Collaborative Filtering
— Hybrid Approaches
โข Unit 3: Data Preprocessing for Recommender Systems
— Data Collection
— Data Cleaning
— Feature Extraction
โข Unit 4: Evaluation Metrics for Recommender Systems
— Precision, Recall, F1 Score
— Mean Absolute Error, Root Mean Squared Error
— Normalized Discounted Cumulative Gain
โข Unit 5: Building Recommender Systems using Machine Learning
— Matrix Factorization
— Deep Learning for Recommender Systems
โข Unit 6: Implementing Recommender Systems with AI Libraries
— TensorFlow Recommenders
— PyTorch for Recommender Systems
โข Unit 7: Ethical Considerations in Recommender Systems
— Bias and Discrimination
— Privacy and Security
โข Unit 8: Real-World Applications of Recommender Systems
— E-commerce
— Social Media
— Entertainment
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