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๐ŸŽ“ EduContinuity Simulator โ€“ AI-Powered Student Success & Academic Risk Prediction Platform
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AI ๊ธฐ๋ฐ˜ Predictive Analytics๋ฅผ ํ†ตํ•œ ํ•™์—… ์œ„๊ธฐ ํ•™์ƒ ์กฐ๊ธฐ ํƒ์ง€ ํ”Œ๋žซํผ ๊ตฌ์ถ•

๐ŸŽ“ EduContinuity Simulator โ€“ AI-Powered Student Success & Academic Risk Prediction Platform

Nafisa Tabassum Nusrat2026๋…„ 6์›” 8์ผ3๋ถ„intermediate

AI ์š”์•ฝ

Context

๋Œ€ํ•™ ๋‚ด ์‚ฌํ›„ ๋Œ€์‘ ์ค‘์‹ฌ์˜ ํ•™์‚ฌ ๊ด€๋ฆฌ ์ฒด๊ณ„๋กœ ์ธํ•œ ํ•™์ƒ ์ดํƒˆ ๋ฐ ์„ฑ์  ์ €ํ•˜ ๋ฐฉ์ง€์˜ ํ•œ๊ณ„ ๋…ธ์ถœ. ๋ฐ์ดํ„ฐ ๊ธฐ๋ฐ˜์˜ ์„ ์ œ์  ๊ฐœ์ž…์„ ์œ„ํ•œ ์‹ค์‹œ๊ฐ„ ๋ฆฌ์Šคํฌ ๋ชจ๋‹ˆํ„ฐ๋ง ๋ฐ ์˜ˆ์ธก ์‹œ์Šคํ…œ ๋ถ€์žฌ ์ƒํ™ฉ ๋ถ„์„.

Technical Solution

  • Attendance, CGPA, Assignment Completion ๋“ฑ ๋‹ค๊ฐ์  ์ง€ํ‘œ๋ฅผ ํ†ตํ•ฉํ•œ Student Risk Simulation ๋ชจ๋ธ ์„ค๊ณ„
  • Predictive Analytics ๊ธฐ๋ฐ˜์˜ ์‹ค์‹œ๊ฐ„ Risk Categorization ๋กœ์ง ๊ตฌํ˜„์„ ํ†ตํ•œ ์œ„๊ธฐ ๋‹จ๊ณ„ ์ž๋™ ๋ถ„๋ฅ˜
  • AI-powered Performance Analysis ์—”์ง„์„ ํ†ตํ•œ ํ•™์ƒ๋ณ„ ๋งž์ถคํ˜• Intervention ์ „๋žต ๋„์ถœ ๊ตฌ์กฐ ์„ค๊ณ„
  • Data Visualization ๋Œ€์‹œ๋ณด๋“œ ๊ตฌ์ถ•์„ ํ†ตํ•œ ๋ณต์žกํ•œ ๋ถ„์„ ๊ฒฐ๊ณผ์˜ ์‹œ๊ฐ์  ์ง๊ด€์„ฑ ํ™•๋ณด
  • GitHub Copilot ํ™œ์šฉ์„ ํ†ตํ•œ Boilerplate ์ฝ”๋“œ ์ƒ์„ฑ ๋ฐ ๋ฐ˜๋ณต์  Refactoring ๊ฐ€์†ํ™”
  • Concept Workspace์—์„œ ์‹ค์ œ ์ž‘๋™ ๊ฐ€๋Šฅํ•œ Prototype์œผ๋กœ์˜ UI/UX ๋ฐ Workflow ๊ณ ๋„ํ™”

์‹ค์ฒœ ํฌ์ธํŠธ

1. ๋‹ค์ฐจ์› ๋ฐ์ดํ„ฐ(์ถœ์„, ์„ฑ์ , ์ฐธ์—ฌ๋„)๋ฅผ ๊ฒฐํ•ฉํ•œ ๋ณตํ•ฉ ๋ฆฌ์Šคํฌ ์ง€ํ‘œ ์„ค๊ณ„ ๊ฒ€ํ† 

2. Reactive์—์„œ Proactive ์‹œ์Šคํ…œ์œผ๋กœ ์ „ํ™˜ํ•˜๊ธฐ ์œ„ํ•œ ์กฐ๊ธฐ ๊ฒฝ๋ณด(Early Warning) ํŠธ๋ฆฌ๊ฑฐ ์„ค์ •

3. AI ๋„๊ตฌ๋ฅผ ๋‹จ์ˆœ ์ฝ”๋“œ ์ƒ์„ฑ๊ธฐ๊ฐ€ ์•„๋‹Œ ์•„ํ‚คํ…์ฒ˜ ์‹คํ—˜ ๋ฐ ๋ฆฌํŒฉํ† ๋ง ํŒŒํŠธ๋„ˆ๋กœ ํ™œ์šฉํ•˜๋Š” ์›Œํฌํ”Œ๋กœ์šฐ ๋„์ž…

ํƒœ๊ทธ

#Predictive Analytics#AI-powered#Data Visualization#EdTech#Simulation Model
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