Undergraduate Certificate in Machine Learning Recommender Systems

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The Undergraduate Certificate in Machine Learning Recommender Systems is a career-advancing course designed to equip learners with essential skills in machine learning and recommender systems. This certificate program is critical for professionals seeking to enhance their knowledge and expertise in this rapidly growing field.

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ใ“ใฎใ‚ณใƒผใ‚นใซใคใ„ใฆ

Recommender systems are a crucial component of many modern technologies, from e-commerce platforms to social media networks. With this course, learners will gain a deep understanding of the underlying principles and applications of recommender systems, as well as the machine learning techniques used to develop and optimize them. Through hands-on experience with real-world applications and projects, learners will develop a strong portfolio of work to showcase their skills to potential employers. By the end of this course, learners will be well-prepared to take on roles such as Machine Learning Engineer, Data Scientist, or Recommender Systems Specialist, and will be able to contribute to the development of cutting-edge technologies in this exciting field.

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ใ‚ณใƒผใ‚น่ฉณ็ดฐ

โ€ข Introduction to Machine Learning & Recommender Systems
โ€ข Data Preprocessing for Recommender Systems
โ€ข Collaborative Filtering: User-Based & Item-Based Approaches
โ€ข Content-Based Filtering & Hybrid Methods
โ€ข Matrix Factorization Techniques in Recommender Systems
โ€ข Deep Learning for Recommender Systems
โ€ข Evaluation Metrics for Recommender Systems
โ€ข Implementing Recommender Systems with Python & Scikit-learn
โ€ข Real-World Challenges & Best Practices in Recommender Systems

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ใ‚ตใƒณใƒ—ใƒซ่จผๆ˜Žๆ›ธใฎ่ƒŒๆ™ฏ
UNDERGRADUATE CERTIFICATE IN MACHINE LEARNING RECOMMENDER SYSTEMS
ใซๆŽˆไธŽใ•ใ‚Œใพใ™
ๅญฆ็ฟ’่€…ๅ
ใงใƒ—ใƒญใ‚ฐใƒฉใƒ ใ‚’ๅฎŒไบ†ใ—ใŸไบบ
London School of International Business (LSIB)
ๆŽˆไธŽๆ—ฅ
05 May 2025
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