Executive Development Programme in Navigating Machine Learning Blackbox

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The Executive Development Programme in Navigating Machine Learning Blackbox is a certificate course designed to empower executives with a deep understanding of Machine Learning (ML) concepts. In an era driven by data and AI, this programme is crucial for career advancement and staying competitive in the industry.

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ใ“ใฎใ‚ณใƒผใ‚นใซใคใ„ใฆ

This course demystifies ML algorithms and models, teaching learners to interpret and communicate their outcomes effectively. It covers essential topics such as data preprocessing, model evaluation, and interpretability techniques. Learners will gain hands-on experience working with popular ML libraries, enabling them to implement data-driven solutions in their respective fields. By the end of this programme, participants will be able to make informed, data-backed decisions, and collaborate better with data science teams. This skillset is highly sought after in various industries, including finance, healthcare, marketing, and technology. Equipped with these essential skills, learners will be poised to take on leadership roles and drive innovation in their organisations.

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ใฉใ“ใ‹ใ‚‰ใงใ‚‚ๅญฆ็ฟ’

ๅ…ฑๆœ‰ๅฏ่ƒฝใช่จผๆ˜Žๆ›ธ

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ๅฎŒไบ†ใพใง2ใƒถๆœˆ

้€ฑ2-3ๆ™‚้–“

ใ„ใคใงใ‚‚้–‹ๅง‹

ๅพ…ๆฉŸๆœŸ้–“ใชใ—

ใ‚ณใƒผใ‚น่ฉณ็ดฐ

โ€ข Introduction to Machine Learning
โ€ข Understanding the Blackbox: Artificial Neural Networks
โ€ข Exploring Machine Learning Algorithms: Regression vs Classification
โ€ข Data Preprocessing for Machine Learning
โ€ข Evaluating Model Performance: Metrics and Visualizations
โ€ข Ethics in Machine Learning: Bias, Explainability, and Transparency
โ€ข Machine Learning in Business: Use Cases and Applications
โ€ข Navigating Machine Learning Blackbox through Interpretable Models
โ€ข Hands-on Lab: Explaining Machine Learning Models using SHAP and LIME
โ€ข Best Practices in Machine Learning Project Management

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ๅ…ฅๅญฆ่ฆไปถ

  • ไธป้กŒใฎๅŸบๆœฌ็š„ใช็†่งฃ
  • ่‹ฑ่ชžใฎ็ฟ’็†Ÿๅบฆ
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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

ใ“ใฎใ‚ณใƒผใ‚นใฏใ€ใ‚ญใƒฃใƒชใ‚ข้–‹็™บใฎใŸใ‚ใฎๅฎŸ็”จ็š„ใช็Ÿฅ่ญ˜ใจใ‚นใ‚ญใƒซใ‚’ๆไพ›ใ—ใพใ™ใ€‚ใใ‚Œใฏ๏ผš

  • ่ชๅฏใ•ใ‚ŒใŸๆฉŸ้–ขใซใ‚ˆใฃใฆ่ชๅฎšใ•ใ‚Œใฆใ„ใชใ„
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  • ๆญฃๅผใช่ณ‡ๆ ผใฎ่ฃœๅฎŒ

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

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ใƒฌใƒ“ใƒฅใƒผใ‚’่ชญใฟ่พผใฟไธญ...

ใ‚ˆใใ‚ใ‚‹่ณชๅ•

ใ“ใฎใ‚ณใƒผใ‚นใ‚’ไป–ใฎใ‚ณใƒผใ‚นใจๅŒบๅˆฅใ™ใ‚‹ใ‚‚ใฎใฏไฝ•ใงใ™ใ‹๏ผŸ

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

ใ‚ณใƒผใ‚นใฎๅฝขๅผใจๅญฆ็ฟ’ใ‚ขใƒ—ใƒญใƒผใƒใฏไฝ•ใงใ™ใ‹๏ผŸ

ใ‚ณใƒผใ‚นๆ–™้‡‘

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ใ‚ชใƒผใƒซใ‚คใƒณใ‚ฏใƒซใƒผใ‚ทใƒ–ไพกๆ ผ โ€ข ้š ใ‚ŒใŸๆ–™้‡‘ใ‚„่ฟฝๅŠ ่ฒป็”จใชใ—

ใ‚ณใƒผใ‚นๆƒ…ๅ ฑใ‚’ๅ–ๅพ—

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

ไผš็คพใจใ—ใฆๆ”ฏๆ‰•ใ†

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€‚

่ซ‹ๆฑ‚ๆ›ธใงๆ”ฏๆ‰•ใ†

ใ‚ญใƒฃใƒชใ‚ข่จผๆ˜Žๆ›ธใ‚’ๅ–ๅพ—

ใ‚ตใƒณใƒ—ใƒซ่จผๆ˜Žๆ›ธใฎ่ƒŒๆ™ฏ
EXECUTIVE DEVELOPMENT PROGRAMME IN NAVIGATING MACHINE LEARNING BLACKBOX
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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