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ChatGPT and Prompt Engineering With Advanced Data Analysis

ChatGPT and Prompt Engineering With Advanced Data Analysis

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Highlights

  • On-Demand course

  • 4 hours 29 minutes

  • All levels

Description

Explore ChatGPT, a cutting-edge world of AI content creation, with our comprehensive course. This meticulously curated program unravels the technology behind ChatGPT to practical applications in machine learning, social media, data analysis, and image generation. This course unveils new facets of AI to navigate this evolving landscape with prowess.

OpenAI ChatGPT is a powerful language model using advanced ML techniques to generate human-like text responses. With a vast knowledge base and the ability to understand and respond to a range of topics, ChatGPT provides detailed and insightful answers, making it a valuable tool for applications such as customer support, content creation, and virtual assistance. Its NLP capabilities and conversational skills make it versatile for text-based interactions. This course provides an in-depth exploration of OpenAI's ChatGPT, unraveling its intricacies, features, and potential applications. We will gain hands-on experience in using ChatGPT to enhance productivity and foster creativity across diverse domains. From crafting persuasive speeches and PowerPoint presentations to generating attention-grabbing hashtags, this course covers a wide spectrum of practical applications. Moreover, we will delve into advanced features such as DALL-E and Whisper AI, expanding our repertoire of creative tools. This course offers valuable insights and practical skills for maximizing the potential of ChatGPT in our endeavors. We will independently use ChatGPT to create speeches, develop programs, integrate DALL-E and Whisper AI into our toolkit for a broader spectrum of creativity, and unleash the potential of ChatGPT to elevate our content creation.

What You Will Learn

Understand the technology behind OpenAI and ChatGPT
Examine the features, use cases, risks, and limitations of ChatGPT
Discover what are Large Language Models and Generative AI
Explore prompt engineering and advanced data analysis
Learn to use OpenAI platforms such as Whisper AI and DALL-E
Explore use cases and understand transformers and neural networks

Audience

This course is a beginner-level course into the world of OpenAI ChatGPT, DALL-E, and Whisper AI, where we will explore the basic concepts. This course caters to students, teachers, AI enthusiasts, and anyone who uses Google but wants to know more about ChatGPT and its capabilities. The course does not have specific prerequisites, but prior programming and machine learning knowledge would be desirable.

Approach

The course is designed to be a concise/beginner-level, open-your-mind-to-new-concepts course, emphasizing the basic concepts in a classroom/tutorial setting and explaining them with on-screen presentations and demonstrations. Explanations of concepts by the instructor are clear and concise over a simple yet structured course.

Key Features

Explore OpenAI, ChatGPT, the technology and features behind ChatGPT, and create an OpenAI account * Build a machine learning model using ChatGPT and create a 'word cloud' using Streamlit * Explore DALL-E and Whisper AI and examine the alternatives to ChatGPT and the potential risks of ChatGPT

Github Repo

https://github.com/PacktPublishing/ChatGPT-and-Prompt-Engineering-with-Advanced-Data-Analysis

About the Author

Seaport AI

Govindakumar, the founder of Seaport AI, has over two decades of experience managing technology, operations, and quality in top MNCs and start-ups. He has held leadership roles (founder and CEO of an AI and automation startup) and managed businesses across the Asia Pacific and Japan regions. He has successfully incubated centers of excellence for fraud prevention/service analytics and design thinking-based product development and management. He holds a BTech, an MBA, and multiple Six Sigma and project management certifications. He is a member of the Board of Studies at Loyola College, India. He has won global awards in customer experience, leadership excellence, quality, and technology and has been featured on the cover of CIO Review Magazine.

Course Outline

1. Introduction

In this section, we lay the groundwork for understanding OpenAI, a pioneering force in artificial intelligence. We will dive into the course overview and set up our OpenAI account to ensure that we are ready to explore the exciting realms of AI.

1. Course Introduction

In this video, we will look at an overview of the course structure, objectives, and what lies ahead. We will gain a clear understanding of the roadmap that will guide us through the intricate landscape of OpenAI.

2. Introduction to OpenAI

In this video, we will embark on a journey into the realm of OpenAI, unraveling its mission and the transformative impact it has on the field of artificial intelligence. We will explore the core concepts that make OpenAI a driving force in cutting-edge technology.

3. OpenAI Account Setup

In this video, practicality meets preparation as we learn the essential steps to set up our OpenAI account. This hands-on tutorial ensures that we are ready to engage with the course content seamlessly, providing the tools necessary for a successful learning experience.


2. Technology Behind ChatGPT

In this section, we will delve into understanding the AI mechanism driving its language generation prowess and unraveling the complexities of the models and networks that enable its impressive language capabilities.

1. Understanding Large Language Models (LLMs) and Generative AI

In this video, we will delve into the intricacies of Large Language Models (LLMs) and Generative AI. We will uncover the principles that power ChatGPT and gain understanding of the underlying technology shaping the landscape of natural language processing.

2. Understanding Transformers and Neural Networks

In this video, we will understand transformers and neural networks and unravel the core components that enable ChatGPT's ability to comprehend and generate human-like text. We will gain insights into the innovative technologies driving modern conversational AI.


3. Getting Started with ChatGPT

In this section, we will immerse ourselves in practical applications of ChatGPT, from refining communication skills to hands-on coding experiences, ensuring a well-rounded exploration of the tool's capabilities.

1. Creating an Elevator Speech

In this video, we will explore creating impactful elevator pitches using ChatGPT. We will understand the nuances of condensing complex ideas into concise and persuasive narratives that leave a lasting impression.

2. Creating a PowerPoint Presentation

In this video, we will unlock the power of ChatGPT in shaping engaging PowerPoint presentations. We will explore techniques to structure content, enhance visual appeal, and effectively communicate our ideas with confidence.

3. Creating a Computer Program and Debugging It

In this video, we will dive into the realm of programming as ChatGPT guides us through the process of generating code and debugging. We will learn to leverage ChatGPT's capabilities to address practical coding challenges, refining our coding proficiency.


4. Prompt Engineering

In this section, we will dive deep into the transformative realm of prompt engineering. Here, we will unravel the intricacies of communicating effectively with ChatGPT, turning it from a tool into a strategic asset across various domains.

1. What Is Prompt Engineering?

In this video, we will delve into the fundamental concept of prompt engineering, understanding how the phrasing and structure of prompts impact ChatGPT's responses. We will lay the groundwork for effective utilization through a comprehensive overview.

2. Prompt Engineering in Action - Three Case Studies

In this video, we will witness prompt engineering in action through three compelling case studies. We will gain insights into the diverse applications of crafting prompts and the subsequent outcomes, showcasing the versatility of ChatGPT.

3. ChatGPT as a Business Analyst

In this video, we will explore the role of ChatGPT in business analysis. We will learn to formulate queries that extract valuable insights, turning ChatGPT into a powerful tool for data-driven decision-making in the business realm.

4. Eight Different Types of Prompts

In this video, we will navigate through eight distinct types of prompts, each tailored for specific outcomes. We will grasp the art of choosing the right prompt type based on our objectives, adding finesse to our interactions with ChatGPT.

5. The Best ChatGPT Prompts

In this video, we will uncover the secrets behind formulating prompts that yield the best results. We will understand the intricacies of prompt construction to enhance the quality and relevance of responses from ChatGPT.

6. Becoming a Top-Notch Professional

In this video, we will discover how to utilize ChatGPT to refine your professional skills. Whether it is for creating a compelling resume or improving our communication style, we will leverage ChatGPT to elevate our professional standing.

7. Exercise - ChatGPT

In this video, we will learn to apply our acquired knowledge through a hands-on exercise. We will interact with ChatGPT, experiment with various prompts, and witness firsthand the impact of effective prompt engineering.


5. ChatGPT for Machine Learning

In this section, we will explore the dynamic intersection of ChatGPT and machine learning, providing the knowledge and skills to integrate this cutting-edge language model into our data science and analytics workflows from building ML models to crafting engaging visualizations.

1. Build a Machine Learning Model Using ChatGPT

In this video, we will explore how this powerful language model can be utilized in the construction and refinement of ML models. We will witness the seamless fusion of language generation and data analysis to elevate our ML endeavors. The dataset is available at this GH repository: https://github.com/PacktPublishing/ChatGPT-and-Prompt-Engineering-with-Advanced-Data-Analysis

2. Creating a 'Word Cloud' Using Streamlit

In this video, we will explore the creation of a 'word cloud', a visually compelling representation of textual data. We will employ Streamlit, a popular Python library for data visualization, and seamlessly integrate ChatGPT to generate and enhance the content of our word cloud.


6. ChatGPT for Social Media

In this section, we will navigate the social media landscape with ChatGPT, showcasing its prowess in content summarization, hashtag creation, and video optimization. We will elevate our social media game with the innovative applications of ChatGPT.

1. Creating a Summary of Blog Post

In this video, we will learn to utilize ChatGPT to create engaging and concise summaries for our blog posts. This video guides you through the process of harnessing the language generation capabilities of ChatGPT to distill key information.

2. Creating a Hashtag

In this video, we will dive into hashtags and discover how ChatGPT can assist in generating impactful hashtags for social media posts. We will uncover crafting hashtags that resonate with our audience and amplify the reach of our content across various platforms.

3. Suggest a Title for YouTube Video and Description

In this video, we will explore the power of ChatGPT in suggesting compelling titles and descriptions for our YouTube videos. We will enhance our video content strategy by tapping into ChatGPT's creativity to attract viewers and optimize the discoverability of our content.


7. ChatGPT for Excel and Data Analysis

In this section, we will unlock the full potential of Excel and delve into sophisticated data analysis techniques, ensuring that we master Excel's powerful features and grasp the nuances of advanced data manipulation techniques.

1. VLookUp in Excel

In this video, we will dive deep into the functionalities of VLookUp in Excel with the assistance of ChatGPT. We will walk through the intricacies of VLookUp, gaining insights and strategies to efficiently navigate and manipulate data within our spreadsheets.

2. Continuing with VLookUp

In this video, we will elevate our Excel game as we move beyond the basics of VLookUp. We will explore advanced techniques and real-world applications to tackle complex data scenarios with confidence, guided by ChatGPT's expertise.

3. Analyzing Net Promoter Score (NPS)

In this video, we will unravel Net Promoter Score (NPS) analysis. We will learn to dissect and interpret NPS data, gaining valuable insights into customer satisfaction that can inform strategic decisions and enhance data analysis.


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

In this section, previously known as "Code Interpreter in ChatGPT", the journey into advanced data analysis takes center stage. ChatGPT transforms into our adept guide, navigating us through intricate data processing and visualization techniques.

1. Getting Started

In this video, we will embark on our advanced data analysis journey with ChatGPT as our compass. This video lays the groundwork, ensuring that we are equipped with the essential knowledge and tools needed for the advanced analyses that follow.

2. Pre-Processing the Data | Exploratory Data Analysis

In this video, we will explore ChatGPT in action as it leads through the critical steps of data pre-processing and exploratory data analysis (EDA). We will uncover the hidden patterns and insights within our dataset, setting the stage for sophisticated analyses.

3. Advanced Analysis and Visualization

In this video, we will elevate our analytical prowess under the guidance of ChatGPT. We will learn advanced data analysis techniques and visualization methods to derive meaningful conclusions and communicate complex insights effectively.

4. Create a GIF from Images

In this video, we will experience the fusion of creativity and data as ChatGPT guides us in creating GIFs from images. We will uncover the artistry in data visualization, transforming static information into dynamic, engaging presentations.


9. Image Generation with ChatGPT

In this section, we will discover the fusion of language and artistry as ChatGPT showcases its prowess in generating compelling visuals, expanding the horizons of what's possible in creative AI, the fascinating process of image generation using the powerful DALL-E plugin.

1. Image Generation with ChatGPT (Through DALL-E Plugin)

In this video, we will explore the captivating world of image generation as ChatGPT collaborates seamlessly with the DALL-E plugin. This video unveils the magic behind turning textual prompts into visually stunning and unique images-the creative potential of ChatGPT.


10. Cool Use Cases

In this section, we will broaden our understanding of ChatGPT's potential as we showcase its application across various domains, inspiring us to envision new possibilities for integrating this technology into our projects and endeavors.

1. Ten Cool Applications of ChatGPT

In this video, we will delve into the realm of innovation as we showcase ten cool and practical applications of ChatGPT. From problem-solving to creative inspiration, this video explores real-world scenarios where ChatGPT proves to be an asset.


11. Whisper AI

In this section, we will explore the advancements in conversational AI with Whisper AI, a groundbreaking addition to the ChatGPT family. We will demystify the workings of this technology, gaining a deeper understanding of its applications and potential impact.

1. Whisper AI

In this video, we will explore the intricacies of Whisper AI, exploring its features, capabilities, and the unique ways it enhances language processing. We will gain insights into how Whisper AI is shaping the landscape of AI-driven communication.


12. Google Bard

In this section, we will explore Google Bard, a multifaceted tool designed to enhance our digital experience. Throughout this section, we will walk through its diverse capabilities, from basic functionalities to advanced integrations.

1. Getting Started with Bard

In this video, we will look through a detailed walkthrough of Google Bard. From its intuitive interface to basic features, we will gain a solid understanding of how to navigate and utilize this powerful tool for various applications.

2. Google Lens Capabilities with Google Bard

In this video, we will unlock the potential of visual recognition as we delve into the integration of Google Bard with Google Lens. We will witness the synergy between these technologies and discover how they collaborate to elevate visual processing capabilities.

3. Other Enhancements

In this video, we will understand the advanced features and enhancements that make Google Bard a standout tool. We will explore additional functionalities that cater to diverse needs, providing a holistic understanding of its capabilities.

4. Output as a Google Sheet

In this video, we will look at a demonstration of how Google Bard seamlessly integrates with Google Sheets. We will learn to export Bard outputs to Google Sheets, streamlining our data management processes and fostering a more organized workflow.


13. Conclusion

In this section, we will address critical considerations surrounding AI-generated content and its implications and engage with these thought-provoking discussions, gaining a comprehensive perspective on the broader landscape of AI-generated content.

1. How to Identify Whether the Content Is AI-Generated or Human-Written?

In this video, we will delve into the methods and nuances of identifying whether content has been crafted by AI or by human hands. We will uncover the telltale signs and techniques to distinguish between the two, adding a layer of discernment to content evaluation.

2. Privacy Issues

In this video, we will understand how privacy is a paramount concern in the digital age; we will explore the nuanced privacy issues associated with AI-generated content, shedding light on the ethical considerations and potential challenges in safeguarding user information.

3. Is ChatGPT a Google Killer?

In this video, we will address the question on many minds: Is ChatGPT a potential Google killer? We will explore the dynamics between ChatGPT and existing technologies, contemplating its impact and potential role in shaping the future of digital interactions.

4. Potential Risks of ChatGPT

In this video, we will delve into the potential risks inherent in deploying AI-generated content. By understanding these risks, we can make informed decisions about the responsible and ethical use of AI tools such as ChatGPT.

Course Content

  1. ChatGPT and Prompt Engineering With Advanced Data Analysis

About The Provider

Packt
Packt
Birmingham
Founded in 2004 in Birmingham, UK, Packt’s mission is to help the world put software to work in new ways, through the delivery of effective learning and i...
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