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Continuous Variables vs Discrete Variables
access_time 1738688100000 face Nerchuko
Continuous Variables vs Discrete Variables in Machine Learning Understanding the fundamental difference between continuous and discrete variables and their application in data science and machine learning. March 12, 2025 Understanding Variable Types in Data Science When working with data in machine ...
Population vs Sample
access_time 1738601700000 face Nerchuko
Population vs. Sample: Understanding Statistical Foundations A comprehensive guide to population, sampling methods, and their applications in data analysis and machine learning. March 12, 2025 The Building Blocks of Statistical Analysis In the world of statistics and data analysis, two fundamental c...
Descriptive Statistics vs Inferential Statistics
access_time 1738428840000 face Nerchuko
Descriptive Statistics vs Inferential Statistics Understanding the two fundamental branches of statistical analysis and their applications. March 12, 2025 The Two Pillars of Statistical Analysis Statistics serves as the backbone of data analysis across numerous fields, from scientific research to bu...
Day 19: Understanding Data Imbalance: Real-World Examples & Solutions
access_time 2025-01-22T13:41:03.289Z face Nerchuko
Understanding Data Imbalance: Real-World Examples & Solutions Why Balance Matters in Machine Learning What is Data Imbalance? 🤔 Imagine you're training a system to identify rare events or conditions - like fraud detection in banking. In a typical month: Normal Transactions 99,900 ✅ (99.9%) Fraudule...
Day 18: Why SQL is Crucial for Data Science Jobs
access_time 2025-01-22T13:24:46.033Z face Nerchuko
SQL in Action: Real-World Examples for Beginners Learn SQL Through Everyday Scenarios 1. Finding Top Products on Amazon 🛍️ Want to know which products are bestsellers? Here's how: SELECT product_name, price, total_sales, rating FROM products WHERE rating >= 4.0 ORDER BY total_sales DESC LIMIT 5; Th...