Career Advancement Programme in Securities Fraud Detection using Machine Learning

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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 Securities Fraud and Regulatory Landscape
  • Machine Learning Fundamentals for Fraud Detection
  • Data Wrangling and Preprocessing for Financial Data
  • Supervised Learning Techniques for Securities Fraud Detection
  • Unsupervised Learning Techniques for Anomaly Detection in Securities Markets
  • Feature Engineering and Selection for Enhanced Model Performance
  • Model Evaluation and Validation in a Securities Fraud Context
  • Case Studies in Securities Fraud Detection using Machine Learning
  • Deployment and Monitoring of Fraud Detection Systems
  • Ethical Considerations and Responsible AI in Securities Fraud Detection

๊ฒฝ๋ ฅ ๊ฒฝ๋กœ

Career Role Description Financial Crime Analyst (Machine Learning) Investigate suspicious financial activities using machine learning algorithms; identify and prevent securities fraud.

High demand for expertise in Python and anomaly detection.

Machine Learning Engineer (Securities Fraud Detection) Develop and deploy machine learning models to detect fraudulent activities in financial markets; collaborate with security teams.

Requires strong programming skills and knowledge of fraud detection techniques.

Data Scientist (Securities Surveillance) Analyze large datasets to identify patterns indicative of securities fraud; build predictive models to improve detection rates.

Expertise in data mining and statistical modeling crucial.

Regulatory Technologist (Financial Markets) Apply machine learning to ensure compliance with financial regulations; develop solutions to detect and prevent market manipulation.

Deep understanding of financial regulations is essential.

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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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์ฝ”์Šค ์ˆ˜๊ฐ•๋ฃŒ

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์ด ๊ณผ์ •์˜ ๋น„์šฉ์„ ์ง€๋ถˆํ•˜๊ธฐ ์œ„ํ•ด ํšŒ์‚ฌ๋ฅผ ์œ„ํ•œ ์ฒญ๊ตฌ์„œ๋ฅผ ์š”์ฒญํ•˜์„ธ์š”.

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๊ฒฝ๋ ฅ ์ธ์ฆ์„œ ํš๋“

์ƒ˜ํ”Œ ์ธ์ฆ์„œ ๋ฐฐ๊ฒฝ
CAREER ADVANCEMENT PROGRAMME IN SECURITIES FRAUD DETECTION USING MACHINE LEARNING
์—๊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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