Outlier Detection in Python: Theory, Visualization, and Practical Implementation скачать в хорошем качестве

Outlier Detection in Python: Theory, Visualization, and Practical Implementation

"🚨 Discover how to identify and handle outliers in your data with this comprehensive guide to Outlier Detection in Python! In this video, we cover both the theoretical concepts and practical implementation of outlier detection, making it perfect for beginners and data science enthusiasts. If You Have any Question ! Click on the Below Link and in Comment section , Ask your Question ? ***************Question Link: *************** https://nasirsoft.com/single_video/389 ****************Code Link ************ https://www.kaggle.com/code/nasirpak9... ***************Talk me on *************** Mentoga: https://mentoga.com/muhammadnasir1 *************** Order me any related work *************** Contact us or Order Link : https://nasirsoft.com/orderMe Z - Scroe Video    • Normal Distribution & Z-Score Explained: S...   IQR Video    • Descriptive Statistics Made Easy: Mean, Me...   ******************************** Topics Covered: ✅ What Are Outliers? Extreme values in data explained with examples. ✅ Types of Outliers: Univariate and Multivariate Outliers. ✅ Methods for Detecting Outliers: Visualization techniques: Boxplot, Scatter Plot, Histogram. Statistical techniques: Z-Score, IQR (Interquartile Range). Machine Learning methods: DBSCAN, Isolation Forest, One-Class SVM. ✅ Handling Outliers: Removing, capping, flooring, and transforming data. ✅ Python Implementation: Hands-on coding examples to detect and handle outliers step-by-step. This video is a must-watch for anyone preparing for data science interviews or looking to improve their data preprocessing skills! 💡 Don’t forget to like, comment, and subscribe for more tutorials on data science and machine learning. 🚀 #OutlierDetection #DataPreprocessing #DataCleaning #HandlingOutliers #MachineLearning #DataScience #PythonTutorials" **********-Other Useful Links*************** Facebook:   / nasirsoft93   Website : https://nasirsoft.com/ LinkedIn :   / muhammad-nasir-6b82379b   Timestamps: 00:00 Introduction 00:16 Topics 00:42 What are Outliers? 01:10 Types of Outliers 02:05 Methods for Detecting Outliers? 03:07 What is Z-Score ? 04:22 IQR? 05:54 Handling Outliers? 07:19 Practical Implementation in Python