ChatGPT and Prompt Engineering With Advanced Data Analysis
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ChatGPT and Prompt Engineering With Advanced Data Analysis
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What you'll learn
Master the art of prompt engineering for a wide range of applications
Use ChatGPT and AI tools to enhance productivity and creativity in business
Build and debug machine learning models with AI assistance
Leverage data analysis techniques for advanced insights and visualizations
Skills you'll gain
Tools you'll learn
Details to know
February 2026
14 assignments
See how employees at top companies are mastering in-demand skills
There are 13 modules in this course
This course features Coursera Coach!
A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. This course offers an in-depth journey into the world of ChatGPT, prompt engineering, and advanced data analysis techniques. You will explore how to leverage AI tools like ChatGPT in business, programming, social media, and machine learning, while gaining hands-on experience in crafting effective prompts, using AI for data analysis, and generating creative outputs. By the end of this course, you’ll be equipped to use AI for a range of practical tasks, boosting your productivity and creativity. Throughout the course, you will start with foundational concepts, learning about OpenAI, its capabilities, and how to set up your account to get started. You will then move into the core concepts of Large Language Models and the technology behind ChatGPT, exploring how these systems are built and how they power conversational AI. After that, you will dive into prompt engineering, discovering how to craft effective prompts for different purposes, from business analysis to machine learning models. Next, you'll explore practical use cases for ChatGPT, from automating tasks like generating blog summaries to creating social media hashtags, and even building machine learning models. You'll also get a chance to work on visual projects using tools like Streamlit and DALL-E. The course rounds out with lessons on integrating AI into your workflows, including Excel data analysis and creating visualizations. This course is ideal for professionals and enthusiasts looking to enhance their skills in AI tools, machine learning, and data analysis. It is suitable for those with basic programming and data analysis knowledge, though no advanced expertise is required. By the end of the course, you will be able to create custom prompts, use AI for business and data analysis, generate content and images, and integrate these technologies into various professional and personal projects.
In this module, we will provide an overview of the course structure, its objectives, and how to navigate the learning journey. We will introduce OpenAI’s mission and its transformative role in AI technology. Additionally, we will guide you through the process of setting up your OpenAI account to ensure a seamless learning experience.
What's included
3 videos1 reading
3 videos•Total 7 minutes
- Course Introduction•1 minute
- Introduction to OpenAI•4 minutes
- OpenAI Account Setup•2 minutes
1 reading•Total 10 minutes
- Full Course Resources•10 minutes
In this module, we will explore the concepts of Large Language Models (LLMs) and Generative AI, understanding how they power ChatGPT. We will also dive into the significance of transformers and neural networks, breaking down the technologies that enable ChatGPT to process and generate human-like text. This module offers a comprehensive look at the cutting-edge innovations behind modern conversational AI.
What's included
2 videos1 assignment
2 videos•Total 14 minutes
- Understanding Large Language Models (LLMs) and Generative AI•6 minutes
- Understanding Transformers and Neural Networks•8 minutes
1 assignment•Total 15 minutes
- Technology Behind ChatGPT - Assessment•15 minutes
In this module, we will explore practical ways to use ChatGPT for various tasks. We will start by crafting elevator pitches that effectively communicate complex ideas in a succinct manner. Next, we will leverage ChatGPT to create engaging PowerPoint presentations that captivate audiences. Finally, we will dive into coding, using ChatGPT to generate and debug programs, honing your programming abilities.
What's included
3 videos1 assignment
3 videos•Total 17 minutes
- Creating an Elevator Speech•5 minutes
- Creating a PowerPoint Presentation•6 minutes
- Creating a Computer Program and Debugging It•7 minutes
1 assignment•Total 15 minutes
- Getting Started with ChatGPT - Assessment•15 minutes
In this module, we will immerse ourselves in the world of prompt engineering, understanding how to craft effective prompts to achieve optimal results with ChatGPT. We will explore various applications, from business analysis to professional development, and discover how different prompt types can be used to meet specific needs. With practical case studies and exercises, this module equips you with the skills to fine-tune your interactions with ChatGPT and leverage it to enhance your productivity and decision-making.
What's included
7 videos1 assignment
7 videos•Total 59 minutes
- What Is Prompt Engineering?•5 minutes
- Prompt Engineering in Action - Three Case Studies•18 minutes
- ChatGPT as a Business Analyst•7 minutes
- Eight Different Types of Prompts•8 minutes
- The Best ChatGPT Prompts•5 minutes
- Becoming a Top-Notch Professional•8 minutes
- Exercise - ChatGPT•6 minutes
1 assignment•Total 15 minutes
- Prompt Engineering - Assessment•15 minutes
In this module, we will delve into the integration of ChatGPT with machine learning tasks. We will learn how to leverage ChatGPT in building and refining machine learning models, using both its language generation and data analysis capabilities. Additionally, we will explore how to use ChatGPT and Streamlit to create interactive, visually engaging word clouds, helping to better represent and analyze textual data.
What's included
2 videos1 assignment
2 videos•Total 20 minutes
- Build a Machine Learning Model Using ChatGPT•12 minutes
- Creating a 'Word Cloud' Using Streamlit•9 minutes
1 assignment•Total 15 minutes
- ChatGPT for Machine Learning - Assessment•15 minutes
In this module, we will explore how ChatGPT can elevate your social media strategy. We will learn how to create concise and engaging summaries for blog posts, ensuring key insights are captured effectively. You will also discover how to generate impactful hashtags to increase your reach on social media platforms and craft creative, optimized titles and descriptions for YouTube videos to attract more viewers.
What's included
3 videos1 assignment
3 videos•Total 14 minutes
- Creating a Summary of Blog Post•6 minutes
- Creating a Hashtag•5 minutes
- Suggest a Title for YouTube Video and Description•3 minutes
1 assignment•Total 15 minutes
- ChatGPT for Social Media - Assessment•15 minutes
In this module, we will enhance your data analysis skills by utilizing ChatGPT to master Excel functions and data interpretation. We will start by learning how to use VLookUp for efficient data navigation, then progress to advanced techniques for handling complex scenarios. Additionally, we will explore how to analyze Net Promoter Score (NPS) data, leveraging ChatGPT’s insights to make informed decisions based on customer satisfaction metrics.
What's included
3 videos1 assignment
3 videos•Total 23 minutes
- VLookUp in Excel•6 minutes
- Continuing with VLookUp•3 minutes
- Analyzing Net Promoter Score (NPS)•14 minutes
1 assignment•Total 15 minutes
- ChatGPT for Excel and Data Analysis - Assessment•15 minutes
In this module, we will dive into the world of advanced data analysis, starting with the foundational tools and techniques provided by ChatGPT. We will begin by exploring the pre-processing steps and conducting exploratory data analysis (EDA) to uncover hidden insights. From there, we will move on to advanced analysis and visualization methods to make data-driven conclusions. Lastly, we will blend creativity with data as we learn to create GIFs from images, adding a dynamic element to our data presentations.
What's included
4 videos1 assignment
4 videos•Total 32 minutes
- Getting Started•12 minutes
- Pre-Processing the Data | Exploratory Data Analysis•5 minutes
- Advanced Analysis and Visualization•7 minutes
- Create a GIF from Images•8 minutes
1 assignment•Total 15 minutes
- Advanced Data Analysis (Earlier Known as Code Interpreter in ChatGPT) - Assessment•15 minutes
In this module, we will dive into the fascinating world of image generation with ChatGPT through the DALL-E plugin. You will learn how to transform textual descriptions into visually striking images, discovering the creative power of ChatGPT in generating unique visual content. This module opens up new possibilities for using AI in design, art, and beyond.
What's included
1 video1 assignment
1 video•Total 14 minutes
- Image Generation with ChatGPT (Through DALL-E Plugin)•14 minutes
1 assignment•Total 15 minutes
- Image Generation with ChatGPT - Assessment•15 minutes
In this module, we will explore ten fascinating and practical applications of ChatGPT, showcasing its versatility across various fields. From solving complex problems to sparking creativity, you’ll discover how ChatGPT can be a powerful tool in everyday tasks and professional endeavors. This video offers a glimpse into the innovative ways ChatGPT can enhance your personal and work life.
What's included
1 video1 assignment
1 video•Total 11 minutes
- Ten Cool Applications of ChatGPT•11 minutes
1 assignment•Total 15 minutes
- Cool Use Cases - Assessment•15 minutes
In this module, we will dive into the powerful world of Whisper AI, exploring its advanced language processing features and capabilities. You will gain insights into how Whisper AI is transforming the landscape of AI-driven communication, from transcription and translation to voice recognition. This video provides a deeper understanding of how this innovative tool can be applied across various use cases to enhance communication efficiency.
What's included
1 video1 assignment
1 video•Total 8 minutes
- Whisper AI•8 minutes
1 assignment•Total 15 minutes
- Whisper AI - Assessment•15 minutes
In this module, we will explore the versatile capabilities of Google Bard. Starting with a detailed walkthrough, you'll learn how to navigate its interface and use its basic features for practical applications. We will also delve into the synergy between Google Bard and Google Lens, unlocking enhanced visual processing potential. Additionally, we will examine Bard's advanced features and demonstrate how to export its outputs to Google Sheets for streamlined data management and productivity.
What's included
4 videos1 assignment
4 videos•Total 25 minutes
- Getting Started with Bard•10 minutes
- Google Lens Capabilities with Google Bard•7 minutes
- Other Enhancements•5 minutes
- Output as a Google Sheet•2 minutes
1 assignment•Total 15 minutes
- Google Bard - Assessment•15 minutes
In this final module, we will explore critical issues surrounding AI-generated content. We will begin by learning how to identify whether content is created by AI or humans, equipping you with tools for content evaluation. We will also delve into the privacy concerns tied to AI, exploring ethical challenges and the importance of safeguarding user data. Additionally, we’ll discuss the potential of ChatGPT in comparison to Google, and address the risks involved in using AI tools, ensuring you have a well-rounded understanding of the responsible deployment of AI technologies.
What's included
4 videos3 assignments
4 videos•Total 25 minutes
- How to Identify Whether the Content Is AI-Generated or Human-Written?•7 minutes
- Privacy Issues•4 minutes
- Is ChatGPT a Google Killer?•5 minutes
- Potential Risks of ChatGPT•8 minutes
3 assignments•Total 90 minutes
- Full Course Practice Assessment•15 minutes
- Conclusion - Assessment•15 minutes
- Full Course Assessment•60 minutes
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Frequently asked questions
ChatGPT and Prompt Engineering with Advanced Data Analysis is a specialized program designed to teach you how to effectively use OpenAI's language models, specifically ChatGPT, in various applications such as business analysis, data visualization, machine learning, and more. It is highly relevant as it aligns with the growing integration of AI technologies in fields ranging from business to data science, offering real-world applications that can enhance productivity, innovation, and decision-making.
This course focuses on teaching you how to use ChatGPT and prompt engineering to tackle a wide range of challenges across different domains. From creating impactful presentations and blog post summaries to generating machine learning models and performing advanced data analysis, the course equips you with hands-on skills to leverage AI for personal and professional growth. The curriculum also covers tools like Streamlit for data visualization and Google Bard for enhancing productivity in specific tasks.
After completing this course, you will be able to effectively use ChatGPT for various tasks, including creating presentations, generating code, performing business analysis, and conducting advanced data analysis. You’ll also understand how to engineer prompts to get the best results from AI models and leverage them in different software tools for enhanced performance. Additionally, you’ll be equipped to apply AI to real-world situations, such as generating visual content and analyzing business data, improving your productivity and creativity.
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