Certificate Programme in Machine Learning for Insider Threat Detection

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์ด ๊ณผ์ •์— ๋Œ€ํ•ด

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์–ด๋””์„œ๋“  ํ•™์Šต

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์™„๋ฃŒ๊นŒ์ง€ 2๊ฐœ์›”

์ฃผ 2-3์‹œ๊ฐ„

์–ธ์ œ๋“  ์‹œ์ž‘

๋Œ€๊ธฐ ๊ธฐ๊ฐ„ ์—†์Œ

๊ณผ์ • ์„ธ๋ถ€์‚ฌํ•ญ

  • Introduction to Machine Learning and its Applications in Security
  • Data Collection and Preprocessing for Insider Threat Detection
  • Supervised Learning Techniques for Insider Threat Detection (Classification)
  • Unsupervised Learning Techniques for Anomaly Detection in Insider Threat
  • Feature Engineering and Selection for Insider Threat Datasets
  • Model Evaluation and Selection for Insider Threat Detection
  • Case Studies in Insider Threat Detection using Machine Learning
  • Deployment and Monitoring of Machine Learning Models for Insider Threat
  • Ethical Considerations and Privacy in Insider Threat Detection using ML

๊ฒฝ๋ ฅ ๊ฒฝ๋กœ

Career Role Description Machine Learning Engineer (Insider Threat) Develops and implements machine learning models for insider threat detection, focusing on anomaly detection and predictive modeling.

High demand in cybersecurity.

Security Analyst (Machine Learning) Uses machine learning algorithms to analyze security data, identify suspicious activities, and mitigate insider threats.

Strong analytical and problem-solving skills required.

Data Scientist (Insider Threat Focus) Extracts insights from large datasets to build predictive models for insider threat detection.

Experience with statistical modeling and data mining is crucial.

Cybersecurity Consultant (ML Expertise) Advises organizations on implementing machine learning solutions for insider threat management.

Requires strong communication and presentation skills.

์ž…ํ•™ ์š”๊ฑด

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  • ๊ณผ์ • ์™„๋ฃŒ์— ๋Œ€ํ•œ ํ—Œ์‹ 

์‚ฌ์ „ ๊ณต์‹ ์ž๊ฒฉ์ด ํ•„์š”ํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค. ์ ‘๊ทผ์„ฑ์„ ์œ„ํ•ด ์„ค๊ณ„๋œ ๊ณผ์ •.

๊ณผ์ • ์ƒํƒœ

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์™œ ์‚ฌ๋žŒ๋“ค์ด ๊ฒฝ๋ ฅ์„ ์œ„ํ•ด ์šฐ๋ฆฌ๋ฅผ ์„ ํƒํ•˜๋Š”๊ฐ€

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์ƒ˜ํ”Œ ์ธ์ฆ์„œ ๋ฐฐ๊ฒฝ
CERTIFICATE PROGRAMME IN MACHINE LEARNING FOR INSIDER THREAT DETECTION
์—๊ฒŒ ์ˆ˜์—ฌ๋จ
ํ•™์Šต์ž ์ด๋ฆ„
์—์„œ ํ”„๋กœ๊ทธ๋žจ์„ ์™„๋ฃŒํ•œ ์‚ฌ๋žŒ
London School of International Business (LSIB)
์ˆ˜์—ฌ์ผ
05 May 2025
๋ธ”๋ก์ฒด์ธ ID: s-1-a-2-m-3-p-4-l-5-e
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