Executive Development Programme in Clustering for Data-Driven Innovation

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The Executive Development Programme in Clustering for Data-Driven Innovation is a certificate course designed to empower professionals with essential skills in data analysis and innovation. This programme is crucial in today's data-driven world, where businesses rely on data to make informed decisions and stay competitive.

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ใ“ใฎใ‚ณใƒผใ‚นใซใคใ„ใฆ

With the increasing demand for data-driven strategies, this course provides a comprehensive understanding of clustering techniques, a critical method for data analysis. Learners will gain expertise in identifying patterns, relationships, and structures within complex data sets, driving innovative solutions and fostering growth in their organizations. Enrolled professionals will develop a strong foundation in various clustering algorithms, data visualization, and practical applications through real-world case studies. By the end of the course, learners will be equipped with the skills to lead data-driven projects, communicate insights effectively, and drive innovation, resulting in numerous opportunities for career advancement in various industries.

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ใฉใ“ใ‹ใ‚‰ใงใ‚‚ๅญฆ็ฟ’

ๅ…ฑๆœ‰ๅฏ่ƒฝใช่จผๆ˜Žๆ›ธ

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้€ฑ2-3ๆ™‚้–“

ใ„ใคใงใ‚‚้–‹ๅง‹

ๅพ…ๆฉŸๆœŸ้–“ใชใ—

ใ‚ณใƒผใ‚น่ฉณ็ดฐ

โ€ข Introduction to Clustering: Defining clustering, understanding its importance, and exploring various clustering techniques.
โ€ข Data Preprocessing: Data cleaning, normalization, transformation, and feature selection for clustering.
โ€ข K-Means Clustering: Understanding K-means algorithm, selecting the optimal number of clusters, and applying it to real-world datasets.
โ€ข Hierarchical Clustering: Introduction to hierarchical clustering, various linkage methods, and dendrogram visualization.
โ€ข Density-Based Clustering: DBSCAN, OPTICS, and their applications, understanding concepts like density and reachability distance.
โ€ข Clustering Evaluation: External, internal, and relative evaluation metrics, selecting the right evaluation metric.
โ€ข Advanced Clustering Techniques: Fuzzy clustering, subspace clustering, and ensemble clustering.
โ€ข Real-World Applications: Exploring clustering in business, healthcare, finance, and marketing, use cases and case studies.
โ€ข Data-Driven Innovation: Leveraging clustering to drive business value, identifying opportunities for innovation, and overcoming challenges.

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ๅ…ฅๅญฆ่ฆไปถ

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  • ใ‚ณใƒผใ‚นๅฎŒไบ†ใธใฎ็Œฎ่บซ

ไบ‹ๅ‰ใฎๆญฃๅผใช่ณ‡ๆ ผใฏไธ่ฆใ€‚ใ‚ขใ‚ฏใ‚ปใ‚ทใƒ“ใƒชใƒ†ใ‚ฃใฎใŸใ‚ใซ่จญ่จˆใ•ใ‚ŒใŸใ‚ณใƒผใ‚นใ€‚

ใ‚ณใƒผใ‚น็Šถๆณ

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ใ‚ณใƒผใ‚นใ‚’ๆญฃๅธธใซๅฎŒไบ†ใ™ใ‚‹ใจใ€ไฟฎไบ†่จผๆ˜Žๆ›ธใ‚’ๅ—ใ‘ๅ–ใ‚Šใพใ™ใ€‚

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ใ‚ณใƒผใ‚นใ‚’ๅฎŒไบ†ใ™ใ‚‹ใฎใซใฉใ‚Œใใ‚‰ใ„ๆ™‚้–“ใŒใ‹ใ‹ใ‚Šใพใ™ใ‹๏ผŸ

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ใ„ใคใ‚ณใƒผใ‚นใ‚’้–‹ๅง‹ใงใใพใ™ใ‹๏ผŸ

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่ฉณ็ดฐใชใ‚ณใƒผใ‚นๆƒ…ๅ ฑใ‚’ใŠ้€ใ‚Šใ—ใพใ™

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ใ“ใฎใ‚ณใƒผใ‚นใฎๆ”ฏๆ‰•ใ„ใฎใŸใ‚ใซไผš็คพ็”จใฎ่ซ‹ๆฑ‚ๆ›ธใ‚’ใƒชใ‚ฏใ‚จใ‚นใƒˆใ—ใฆใใ ใ•ใ„ใ€‚

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ใ‚ญใƒฃใƒชใ‚ข่จผๆ˜Žๆ›ธใ‚’ๅ–ๅพ—

ใ‚ตใƒณใƒ—ใƒซ่จผๆ˜Žๆ›ธใฎ่ƒŒๆ™ฏ
EXECUTIVE DEVELOPMENT PROGRAMME IN CLUSTERING FOR DATA-DRIVEN INNOVATION
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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