Big Data and AI

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Part I: Getting Started with SQL

Welcome to Part I of our beginner-friendly SQL tutorial series on Data Analyst BI. In this first module, you’ll learn the fundamentals of relational databases and get your environment ready for hands-on SQL practice. Whether you aim to become a Data Analyst, BI Developer, or just want to query data like a pro, mastering these SQL basics will set you on the path to success. Introduction to Databases and SQL Structured Query Language (SQL) is the universal standard for interacting with relational databases. Before writing your first query, it’s essential to understand: What is a Database? A database stores information in tables made up of rows (records) and columns (fields). Common examples include customer lists, sales transactions, or inventory logs. Why Relational Databases? Relational databases enforce data integrity through primary keys, foreign keys, and constraints. This structure makes it easy to join related tables and maintain consistent, accurate data. The Role of SQL SQ...

Kickstart Your SQL Journey with Our Step-by-Step Tutorial Series

Welcome to Data Analyst BI! If you’ve ever felt overwhelmed by rows, columns, and cryptic error messages when trying to write your first SQL query, you’re in the right place. Today we’re launching a comprehensive SQL tutorial series crafted specifically for beginners. Whether you’re just starting your data career, pivoting from another field, or simply curious about how analysts slice and dice data, these lessons will guide you from day zero to confident query builder. In each installment, you’ll find clear explanations, annotated examples, and hands-on exercises. By the end of this series, you’ll be able to: Write efficient SQL queries to retrieve and transform data Combine multiple tables to uncover relationships Insert, update, and delete records safely Design robust database schemas with keys and indexes Optimize performance for large datasets Ready to master SQL in a structured, step-by-step way? Let’s explore the full roadmap ahead. What You’ll Learn: Table of Contents Part...

From Rejection to Reinvention: A Data-Driven Path to Your Dream Career

Introduction: When the Door Closes, Build a New One Rejection hurts. Whether it’s a job you wanted, a role you thought was perfect, or an opportunity that slipped through your fingers—being told “no” can feel like a wall you weren’t ready to hit. But here’s the truth: Rejection isn’t the end. It’s a redirection. In the world of data, AI, and business intelligence, we’re trained to optimize, iterate, and improve. So why not apply that same mindset to our careers? As we close out 2025, this post is a call to everyone who’s been turned away, overlooked, or discouraged: Hold on. Refocus. Rebuild. And rise. 🧠 The Psychology of Rejection in the Tech World In high-performance fields like AI and data science, competition is fierce. You’re not just up against other candidates—you’re up against algorithms, expectations, and sometimes, bias. Rejection can trigger: Imposter syndrome : “Maybe I’m not good enough.” Burnout : “I’ve tried everything. Nothing works.” Isolation : “No one un...

Complete Guide to Bonds: Definition, Types, and How to Choose

Introduction Bonds are a cornerstone of fixed-income investing, offering predictable cash flows and portfolio diversification. Understanding how bonds work, how they are valued, and the risks involved is essential for both individual investors and financial analysts. This guide dives into bond valuation formulas, key yield metrics, bond features, risk factors, and practical analysis techniques. What Is a Bond? A bond is a debt instrument through which an issuer—such as a government, corporation, or public agency—borrows capital from investors. In return, the issuer agrees to: Pay interest at a specified coupon rate and frequency Repay the principal (face value) at maturity Bond investors become creditors to the issuer and must consider creditworthiness, interest-rate dynamics, and inflation when evaluating potential investments. Bond Valuation Fundamentals Present Value of Cash Flows The fair price P P of a bond equals the present value of its future cash flows: P = ∑ t = 1 N C ...

📉 Part V: Fibonacci Retracement Strategy in Trading

Structure-Driven Entries, Indicator Confirmation, and Extension-Based Targeting Fibonacci retracement is not just a visual overlay—it’s a probabilistic framework for structuring trades around price memory, behavioral thresholds, and liquidity clusters. When applied rigorously, it enables traders to define entries, stops, and targets with geometric clarity and statistical discipline. In this chapter, we’ll build a complete retracement strategy from the ground up, then walk through a real-world case study using Apple Inc. (AAPL). 🧭 5.1 Step-by-Step Strategy: From Trend Identification to Execution Let’s break down the full workflow of a Fibonacci retracement strategy, integrating technical structure, indicator confirmation, and risk management. 🔍 Step 1: Identify a Dominant Trend Before applying Fibonacci levels, you must determine whether the market is trending—and in which direction. Tools for trend detection: Price structure: Higher highs and higher lows (bullish); lower highs...