Certificate in Building Interpretable Machine Learning Models

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The Certificate in Building Interpretable Machine Learning Models course is essential for professionals seeking to unlock the power of AI and machine learning in a responsible and comprehensible way. This program addresses the growing industry demand for transparent models, which are critical for building trust, ensuring ethical decision-making, and complying with regulations.

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ใ“ใฎใ‚ณใƒผใ‚นใซใคใ„ใฆ

By enrolling in this course, learners will gain essential skills for career advancement, including the ability to design and implement interpretable models, explain model predictions, and communicate complex concepts to diverse audiences. The curriculum emphasizes hands-on experience, enabling students to apply cutting-edge techniques to real-world challenges and establish themselves as experts in the high-growth field of responsible AI. Invest in your future and become a driving force in the ethical application of machine learning by earning the Certificate in Building Interpretable Machine Learning Models.

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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

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ใ„ใคใงใ‚‚้–‹ๅง‹

ๅพ…ๆฉŸๆœŸ้–“ใชใ—

ใ‚ณใƒผใ‚น่ฉณ็ดฐ

โ€ข
 Unit 1: Introduction to Machine Learning Interpretability
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 Unit 2: Key Concepts in Interpretable Machine Learning
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 Unit 3: Model Evaluation and Selection for Interpretability
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 Unit 4: Intrinsic Interpretability vs. Post-hoc Interpretability
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 Unit 5: Linear Models and Feature Importance
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 Unit 6: Decision Trees and Rule-based Models
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 Unit 7: Model Explanations with SHAP and LIME
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 Unit 8: Interpretability in Deep Learning
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 Unit 9: Model Transparency and Explainability in Practice
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 Unit 10: Ethical Considerations and Regulations in Interpretable ML

ใ‚ญใƒฃใƒชใ‚ขใƒ‘ใ‚น

ๅ…ฅๅญฆ่ฆไปถ

  • ไธป้กŒใฎๅŸบๆœฌ็š„ใช็†่งฃ
  • ่‹ฑ่ชžใฎ็ฟ’็†Ÿๅบฆ
  • ใ‚ณใƒณใƒ”ใƒฅใƒผใ‚ฟใƒผใจใ‚คใƒณใ‚ฟใƒผใƒใƒƒใƒˆใ‚ขใ‚ฏใ‚ปใ‚น
  • ๅŸบๆœฌ็š„ใชใ‚ณใƒณใƒ”ใƒฅใƒผใ‚ฟใƒผใ‚นใ‚ญใƒซ
  • 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„
  • ่ชๅฏใ•ใ‚ŒใŸๆฉŸ้–ขใซใ‚ˆใฃใฆ่ฆๅˆถใ•ใ‚Œใฆใ„ใชใ„
  • 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€‚

ใชใœไบบใ€…ใŒใ‚ญใƒฃใƒชใ‚ขใฎใŸใ‚ใซ็งใŸใกใ‚’้ธใถใฎใ‹

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
CERTIFICATE IN BUILDING INTERPRETABLE MACHINE LEARNING MODELS
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ใงใƒ—ใƒญใ‚ฐใƒฉใƒ ใ‚’ๅฎŒไบ†ใ—ใŸไบบ
London School of International Business (LSIB)
ๆŽˆไธŽๆ—ฅ
05 May 2025
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