مصطلحات برمجية

Data Visualization

Data Visualization

عبارة عن مجموعة تقنيات تساعدنا بتمثيل البيانات على شكل رسوميات حتى نفهم كيف يبدو مظهرها ، ترابطها Correlation بينها .لان اغلب البيانات تأتي بشكل جداول او صفوفلا نستطيع ان نفهم منها شي او ما هي التي العلاقة بينها .

يعني ممكن نقول عنها طرق لعرض البيانات بشكل رسومي حتى نرى السمات Features المرتبطة بالاخراجات .

تقنياتها يصنفوها على نوعين بالاعتماد على المتغيرات (الاعمدة بالجداول)

⁃ صنف ذات متغير واحد Univariate plots وهنا نقدر ان نفهم كل ميزة Attribute بصورة مستقلة عن البقية ، مثال عليها Histogram وهذة رسمها يكوت عباره عن bins وايضا تساعدنا على رؤية القيم المتطرفة Outlier values ، كذلك Density Plot و Box Plot.

⁃ صنف ذات متغيرات عديدة Multivariate Plots وهنا نقدر نمثل عدة ميزات Attributes والعلاقة بينهم ابرز انواعها Correlation Matrix plots و Scatter Matrix Plots.

المقصود بالقيم المتطرفة مثلا يكون عندك مجموعة من الارقام 7 , 8 , 4 , 300 هنا تكون 300 قيمة متطرفة يعني الفرق بينها وبقية القيم كبير جدا ولهذا فمن الضروري بمعالجة البيانات المسبقة نحل مشكلة القيم المتطرفة لان تسبب هواي مشاكل

مصطلحات برمجية

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