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Generative AI for Data Analysts: From Basics to AI-Powered Workflows

Learn how to use ChatGPT and other AI tools to improve your data analysis workflow, from writing better prompts to generating SQL and Python code.

Learn from: the original creator. Original content published on YouTube. DigitalSkillX organizes these public resources into a structured learning path. DigitalSkillX does not claim ownership or partnership.

Lessons
14
Time
About 1 hr 47 min
Level
beginner

Now playing: Generative AI for Data Analysts | Master AI-Powered Data Analysis | Prompt Engineering

About this path

This learning path is built from a YouTube playlist by Tech Classes. It starts with the basics of generative AI and prompt engineering, then moves into specific prompting techniques like zero-shot, few-shot, and chain-of-thought. Later lessons show how to apply these skills to real data analysis tasks, such as building workflows, generating project ideas, and writing code with AI. The path is practical and hands-on, suitable for beginners and working analysts who want to speed up their daily work.

What you will learn

  • Understand what generative AI is and how data analysts use it
  • Explain the importance of prompt engineering and its core building blocks
  • Apply different prompting techniques like zero-shot, few-shot, chain-of-thought, interview pattern, and persona pattern
  • Use a data analysis framework to give AI context about your data
  • Generate data analyst project ideas and build data analytics workflows with ChatGPT
  • Use AI to write SQL queries and Python code with fewer errors

Who this is for

Beginners who want a structured free introduction before deeper practice.

Curriculum

Section 1: Introduction to Generative AI for Data Analysts

  1. Lesson 1: Generative AI for Data Analysts | Master AI-Powered Data Analysis | Prompt Engineering

    This is the first video of the course. It introduces the idea of using generative AI in data analysis and explains how it can change the way you work. The video sets the stage for the rest of the playlist.

    Open on YouTube
  2. Lesson 2: What is Generative AI | How Data Analysts Use It & Its Limitations | Generative AI for Data Analysts

    This video explains what generative AI is, how data analysts use it, and its limitations. It covers the basics of the technology and gives practical examples of how it fits into data analysis work.

    Open on YouTube

Section 2: Prompt Engineering Fundamentals

  1. Lesson 3: What is Prompt Engineering? | Generative AI for Data Analysts | Generative AI Course

    This video introduces prompt engineering. It explains why prompt engineering is important and shows examples of poor versus well-engineered prompts. You will learn how the way you ask affects the quality of the answer.

    Open on YouTube
  2. Lesson 4: Building Blocks of Good Prompts | Prompt Engineering Course | Generative AI for Data Analysts

    This video covers the building blocks of good prompts. It explains what makes a prompt effective so you can get accurate responses from AI tools.

    Open on YouTube
  3. Lesson 5: Process Involved in Prompt Engineering | Generative AI for Data Analysts | Generative AI Tutorial

    This short video explains the process involved in prompt engineering. It walks through the steps you can follow to create prompts that get the best results.

    Open on YouTube

Section 3: Prompting Techniques

  1. Lesson 6: Zero Shot Prompting Explained with Examples | Prompting Techniques | Prompt Engineering

    This video explains zero-shot prompting with examples. You will learn how to get useful answers from AI without providing any examples in your prompt.

    Open on YouTube
  2. Lesson 7: Few Shot Prompting Technique | Prompt Engineering Course | Prompting Technique

    This video covers few-shot prompting. It shows how giving the AI a few examples in your prompt can improve the quality of the response.

    Open on YouTube
  3. Lesson 8: Chain of Thought Prompting Technique | Prompt Engineering Course | Prompting Technique

    This video explains chain-of-thought prompting. It demonstrates how asking the AI to reason step by step can lead to more accurate answers, especially for complex problems.

    Open on YouTube
  4. Lesson 9: Interview Pattern Prompting | Prompt Engineering | Generative AI for Data Analyst

    This video introduces the interview pattern prompting technique. It shows how you can structure prompts like an interview to get the information you need from AI.

    Open on YouTube
  5. Lesson 10: Persona Pattern ChatGPT | Prompt Engineering | Generative AI for Data Analyst

    This video covers the persona pattern. You will learn how to assign a role or persona to the AI so it responds in a way that fits your needs.

    Open on YouTube

Section 4: Applying AI to Real Data Analysis Tasks

  1. Lesson 11: How Top Data Analysts Make AI Understand Their Data | Make Data Analysis 10X Faster

    This video shows how top data analysts give AI context about their data using a data analysis framework. It explains how to set up AI for your specific analysis task and make your work faster.

    Open on YouTube
  2. Lesson 12: This ChatGPT Prompt will give you Data Analyst Project | Data Analysis Framework

    This video demonstrates a ChatGPT prompt that helps you generate data analyst project ideas. It shows how to get real-world business problems that you can solve with data for your portfolio.

    Open on YouTube
  3. Lesson 13: How I Use ChatGPT to Build Data Analytics Workflow STRATEGY (Saving Hours of Work!)

    This video shows how to use ChatGPT to build a data analytics workflow strategy. The creator explains how they automate tasks and save hours of work by using AI to streamline the process.

    Open on YouTube
  4. Lesson 14: How I Use ChatGPT to Write SQL & Python without any Error | Generative AI for Data Analyst

    This video demonstrates using generative AI to write SQL queries and Python code without errors. It also covers how to document your data analysis reports instantly, boosting productivity.

    Open on YouTube

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