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Create: 2025-03-08 Update: 2025-06-29 12:41:00

تجربه تدریس درس داده‌کاوی در دانشگاه تهران

امسال فرصت داشتم تا درس "داده‌کاوی؛ مدل‌ها، الگوریتم‌ها و کاربردها" را برای دانشجویان مقاطع ارشد و دکتری مهندسی صنایع در دانشگاه تهران تدریس کنم. این تجربه برای من فراتر از یک تدریس معمولی بود؛ چرا که شاهد اشتیاق دانشجویان برای یادگیری بودم.

در این درس، علاوه بر مفاهیم نظری داده‌کاوی، تمرکز زیادی روی کاربردی بودن مطالب داشتیم. دانشجویان با استفاده از زبان پایتون به پیاده‌سازی پروژه‌های زیر پرداختند. پروژه‌ها نشان داد که چگونه می‌توان از این ابزارهای نوین برای حل چالش‌های روزمره در صنایع مختلف استفاده کرد.

▪️طبقه‌بندی امتیاز اعتباری
▪️پیش‌بینی ریزش مشتریان در صنعت مخابرات
▪️پیش‌بینی بیماری اوتیسم
▪️پیش‌بینی بقا در بیماران مبتلا به سیروز کبدی
▪️پیش‌بینی تقاضای کالاهای مصرفی
▪️تشخیص سرطان سینه
▪️تشخیص سلامت کبد
▪️تاثیر موسیقی بر سلامت روان
▪️تحلیل ترک شغلی کارکنان
▪️تحلیل مالی رفتاری سرمایه‌گذاران

از تلاش و انگیزه دانشجویانم که با جدیت تمام، مسیر یادگیری را طی کردند و مهارت‌های عملی ارزشمندی کسب کردند، بسیار خوشحالم.

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محمدرضا محتاط
@DataAnalysis

Data Science

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3.3K views‌محمدرضا محتاط, Mar 8 at 12:16

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تجربه تدریس درس داده‌کاوی در دانشگاه تهران

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