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🚀 Apache Spark Architecture: Overview and Flow

Apache Spark is a fast, distributed computing system designed for processing large datasets with both batch and real-time processing capabilities. It offers fault tolerance and high scalability across a cluster of machines. Key Components of Spark Architecture: 👨‍💻 Driver Program: The entry point for a Spark application. It manages the Spark context and executes the job. […]

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Python

Let’s delve deeper into each Python topic with explanations and examples: Python Topics: An In-Depth Explanation with Examples Variables and Data Types Variables are containers for storing data values. Python supports several data types: Lists Lists are ordered and mutable collections of items: Tuples Tuples are ordered and immutable collections: Dictionaries Dictionaries store key-value pairs:

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SQL

SQL Elaboration on the mentioned SQL concepts with examples and emojis to make them more engaging: Basic Queries SELECT The SELECT statement is used to fetch data from a database. 🗂️ Fetches the name and age of all users. WHERE The WHERE clause is used to filter records that meet certain criteria. 🔍 Selects all users older than 25. DISTINCT The DISTINCT keyword

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Stats and Maths

Statistics Elaboration on each of the mentioned statistical topics with examples: Basic Math Arithmetic Arithmetic involves basic mathematical operations such as addition, subtraction, multiplication, and division. Example: Calculate the total sales for the week. If Sales_Monday = 100, Sales_Tuesday = 200, Sales_Wednesday = 150, Sales_Thursday = 250, Sales_Friday = 300: Weighted Average Weighted average takes into

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Excel

Excel Sure! Here’s a more detailed elaboration of each Excel function and feature with examples: Formulas and Functions IFNA is used to catch #N/A errors in a formula and return a specified value instead. This is particularly useful when using functions like VLOOKUP or MATCH, which might return #N/A if they can’t find the value you’re looking for. Example: Scenario: You have a list

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Data Analyst Road Map

Road Map to Data Analyst 🚀 This roadmap is crafted to guide someone with 3 months to becoming a proficient data analyst 📊✨ 💹 Excel (1 & 2 Week) Excel is fundamental to begin with, requiring at least a week to become familiar with its interface and shortcuts. Additionally, I’m attaching a useful project that covers

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SQL Joins

SQL joins are used to combine rows from two or more tables based on a related column between them. They are essential for querying relational databases and retrieving comprehensive data sets from multiple tables. Types of SQL Joins: 1. INNER JOIN Purpose: Returns only the rows that have matching values in both tables. Let’s have

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SQL Aggregate Functions

📊 Mastering SQL Aggregate Functions 📊 SQL aggregate functions are essential for performing calculations on multiple rows of data. They are often used with the GROUP BY clause to provide summaries and insights into data sets. Key SQL Aggregate Functions: Using Aggregate Functions with GROUP BY: To gain more detailed insights, aggregate functions are often

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