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What is data science in simple words?

What is data science in simple words? Let’s understand what data science is in simple words with an example. Imagine you and your friends were debating on a single topic. The topic: Does Social Media Usage Impact Mental Health? Now you were saying it does and your friend said it is just a rumour. And…

Best Practices for Data Partitioning and Optimization in Big Data Systems

Best Practices for Data Partitioning and Optimization in Big Data Systems Data Partitioning and Optimization guide you through a complete PySpark workflow using simple sample data. You learn how to load data, fix column types, write partitioned output, improve Parquet performance, and compact small files in a clear, beginner-friendly way. Introduction This blog explains Best…

Deploying ML Models from Console Flare Courses to Production Environments

Deploying ML Models from Console Flare Courses to Production Environments Deploying ML models is the step that turns Machine Learning from theory into real impact. A model running only inside a Jupyter Notebook is useful for learning; however, a deployed model helps companies make accurate decisions, reduce errors, and improve performance. At Console Flare, we…

Power Function HackerRank Solution Explained in 5 Simple Steps

Power Function HackerRank Solution Explained in 5 Simple Steps The power function in Python is the main idea behind this HackerRank challenge. In this problem, you work with exponents and modulus, and Python provides a clean way to handle both. This guide walks you through the full HackerRank Power Function solution in five simple steps…

Value_counts and Groupby in Pandas Explained in Easy Steps

Value_counts and Groupby in Pandas Explained in Easy Steps Analysts use value_counts and groupby in Pandas to explore a dataset and summarize information fast. This tutorial explains value_counts and groupby in Pandas with simple examples that beginners understand. When you learn value_counts and groupby in Pandas, you get better at summarizing data quickly. Most data…

Aggregate Functions in Pandas: Beginner’s Guide with Examples

Aggregate Functions in Pandas: Beginner’s Guide with Examples Aggregate functions in Pandas are one of the most crucial ideas to grasp when you first begin using Python for data analysis. These functions facilitate the rapid summarization of large datasets, such as determining the average store sales, the total number of students’ grades, or the highest…

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