ChatGPT and Prompt Engineering With Advanced Data Analysis

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Provider

Coursera
Pricing

Paid Course
Languages

English
Certificate

Paid Certificate Available
Duration & workload

8 hours 54 minutes
Sessions

On-Demand
Subtitles

English

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Overview

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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.

Syllabus

Introduction

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.

Technology Behind ChatGPT

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.

Getting Started with ChatGPT

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.

Prompt Engineering

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.

ChatGPT for Machine Learning

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.

ChatGPT for Social Media

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.

ChatGPT for Excel and Data Analysis

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.

Advanced Data Analysis (Earlier Known as Code Interpreter in ChatGPT)

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.

Image Generation with ChatGPT

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.

Cool Use Cases

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.

Whisper AI

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.

Google Bard

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.

Conclusion

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.