ChatGPT is a revolutionary addition to the world since its introduction in 2022. A big shift in the sector of information gathering and processing happened because of this chatbot. What is the story of ChatGPT? How is the bot responding to prompts and generating contents? Swipe through these slides prepared by Expeed Software, a web development company regarding the development and technical intricacies of ChatGPT!
Prompt engineering is a technique in artificial intelligence to get AI models like ChatGPT to respond correctly to our needs. The 5W1H framework can be used to get good results from ChatGPT by structuring prompts around what, who, why, where, which, and how. Prompts should provide context on what is expected from the AI, who the context is for, why the generated content is needed, where it will be used, which additional information is required, and how the output should be formatted. Well-structured prompts using this framework can elicit high-quality responses from ChatGPT.
- ChatGPT was launched in November 2022 and gained over 1 million users in its first 5 days, making it one of the fastest adopted digital products.
- ChatGPT is based on GPT-3, a large language model developed by OpenAI over many years using trillions of words from the internet to power conversational abilities.
- ChatGPT can answer questions, write stories, programs, music and more based on its vast knowledge, but cannot provide fully trustworthy information, create harmful content, or replace all human jobs.
This document provides an overview of ChatGPT presented by Cori Hendon and Gary Nakanelua. It explains what ChatGPT is to different audiences, demonstrates its abilities such as answering questions and generating code/text, and discusses its limitations as an AI system trained for conversation rather than correctness. Examples show ChatGPT answering prompts, with a discussion of challenges like providing incorrect information and its inability to perform tasks like playing chess.
Using ChatGPT can be helpful in presentations to explain concepts in easy-to-understand terms.
Pairing that with Dall-E 2 can make your slides fun and interesting.
AI will not steal your job, but those who know how to use it might. In this session, you will learn about artificial intelligence (AI), ChatGPT and more and their impact on content marketing. Where and how are we using AI without realizing and what more can we do to be more productive, creative and efficient with our content marketing efforts? The amount of content being produced is not decreasing. AI will help you scale your content production to remain competitive and drive engagement.
ChatGPT FOR STARTUPS is the ultimate guide for startup founders and founding teams who are looking for an advantage to scale their businesses faster and more resourcefully. In today’s competitive startup environment and constrained venture capital market, the pressure is on for startups to perform or risk failing. ChatGPT is a new disruptive technology that gives you access to a full range of corporate-sized departments, including finance, product development, operations, sales and marketing and customer service, without any additional expense or increasing your burn rate. This is an opportunity that is too good to miss – ignore it at your own peril or use it to scale your business faster and more efficiently than ever!
Amir Hegazi is the Managing Partner at CapitalDemocracy, a professional advisory firm that helps startups raise venture capital. Amir was the Director of Marketplace at Souq.com, MENA’s largest e-commerce platform (acquired by Amazon). He is an early pioneer of digital media in the Arab world, having launched the region’s largest online TV network at JumpTV. He is also an advisor to ministers and policy-makers. Amir is the author of Amazon bestseller Venture Adventure: Startup Fundraising Advice from Top Global Investors.
How AI is going to change the world _M.Mujeeb Riaz.pdfMujeeb Riaz
How AI is going to change the world?
"AI: The Future of Our World“
"AI and its Transformative Impact on the World: Understanding the Potential of Chatbots and Conversational AI"
What is Artificial Intelligence and how it works?
What are Chatbots?
What Is ChatGPT?
Difference between chatGPT 3 and chatGPT 4?
Is Jasper artificial intelligence?
What is Character AI and how it works?
How chatGPT is going to change the world?
Why we are calling ChatGPT the future?
Messaging apps have become more popular ways for people to communicate than social networks or phone calls. As a result, chatbots are growing in usefulness, especially for customer service tasks. There are different types of chatbots, from task-oriented bots to predictive, data-driven bots. Current chatbots have capabilities for intent recognition, entity recognition, and sentiment analysis using machine learning, but still face challenges with ambiguity. Future chatbots may be able to pass the Turing Test by more closely resembling human conversations. Oracle's Intelligent Bot platform includes components for natural language processing, customization of bot flows, and integration with backend systems.
Gartner provides webinars on various topics related to technology. This webinar discusses generative AI, which refers to AI techniques that can generate new unique artifacts like text, images, code, and more based on training data. The webinar covers several topics related to generative AI, including its use in novel molecule discovery, AI avatars, and automated content generation. It provides examples of how generative AI can benefit various industries and recommendations for organizations looking to utilize this emerging technology.
Prompt engineering is a fundamental concept within the field of artificial intelligence, with particular relevance to natural language processing. It involves the strategic embedding of task descriptions within the input data of an AI system, often in the form of a question or query, as opposed to explicitly providing the task description separately. This approach optimizes the efficiency and effectiveness of AI models by encapsulating the desired outcome within the input context, thereby enabling more streamlined and context-aware responses.
ChatGPT-3 will disrupt workplaces in the same way desktop computers and the internet did in their time. It's important to be prepared.
I've put together a quick guide for everyday usage for "common people" to help start the "AI transformation" that is coming.
In this presentation, we walk through some of the tips and tricks of using ChatGPT to better one's prompts interacting with ChatGPT. Hope you find it useful :-)
A chatbot platform is proposed as a solution for businesses to outsource their customer support needs through an on-demand SaaS model with minimal upfront costs. The platform aims to capture 5% of the growing $1.25B chatbot market by 2025, generating estimated revenues of $62.5M by addressing the expensive and resource-intensive nature of traditional outsourced support while offering easy deployment, customization, training and integration capabilities.
This ChatGPT SEO guide is created to help individuals take advantage of the potential of ChatGPT for SEO. ChatGPT has rapidly gained popularity with over 1 million users registered in just 5 days. This guide provides an in-depth understanding of utilizing ChatGPT to improve your SEO and attain higher search engine rankings.
Solve for X with AI: a VC view of the Machine Learning & AI landscapeEd Fernandez
What you'll get from this deck
1. The M&A race for AI: by the numbers
2. Watch out! hype ahead: definitions & disclaimers
3. Machine Learning drivers: why is Machine Learning a ‘thing’ now (vs before)
4. Venture Capital: forming an industry, the AI/ML landscape
5. The One Hundred (+13) AI startups to watch in the Enterprise
6. The great Enterprise pivot: applying Machine Learning at scale
7. - where to go next -
How Does Generative AI Actually Work? (a quick semi-technical introduction to...ssuser4edc93
This document provides a technical introduction to large language models (LLMs). It explains that LLMs are based on simple probabilities derived from their massive training corpora, containing trillions of examples. The document then discusses several key aspects of how LLMs work, including that they function as a form of "lossy text compression" by encoding patterns and relationships in their training data. It also outlines some of the key elements in the architecture and training of the most advanced LLMs, such as GPT-4, focusing on their huge scale, transformer architecture, and use of reinforcement learning from human feedback.
As NFT projects continue to pop up and censorship woes become a reality, decentralized storage has become a beacon of hope for many. Let’s check out how much the decentralized storage sector has grown!
ChatGPT is an AI chatbot created by Anthropic to be helpful, harmless, and honest. It uses a transformer algorithm trained on millions of text conversations to identify patterns and relationships between words. While ChatGPT appears intelligent in its responses, it does not truly understand language and can be fooled. Several tools like GPT-ZERO exist to detect ChatGPT responses with high accuracy, but its answers can be modified to evade detection. The document recommends assignment designs that require skills beyond ChatGPT's abilities, like judgment, current events, group work, or multimedia submissions.
ChatGPT is a highly advanced language model developed by OpenAI. Its ability to understand and respond to natural language input can be a valuable tool for mobile application developers looking to streamline their workflow and improve their app development process.
In-Depth Performance Testing Guide for IT ProfessionalsExpeed Software
Discover the essentials of performance testing in the IT sector with our concise guide. Learn about various testing types such as load, stress, endurance, spike, scalability, and volume testing. Understand key performance metrics like response time, throughput, CPU and memory utilization, and error rate. Explore top tools like Apache JMeter, LoadRunner, Gatling, Neoload, and BlazeMeter. Gain insights into best practices for defining objectives, creating realistic scenarios, automating tests, and optimizing performance to ensure user satisfaction, reliability, scalability, and cost efficiency. Ideal for developers, QA engineers, and IT professionals. Visit Expeed Software for more information. https://expeed.com/
Comprehensive Guide on API Automation TestingExpeed Software
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What is Devops? What are the Fundamentals of it?Expeed Software
Introducing the perks of seamless collaboration between development and operations, enabling rapid deployment, DevOps has become an intricate part of web app development. In this presentation, walk through some surface level details to introduce yourself to the world of DevOps and why they are necessary in the digital real. Connect with Expeed Software, a well known web app development company, for building robust, innovative solutions empowered with Devops. https://expeed.com/
The Art of Penetration Testing in Cybersecurity.Expeed Software
It is important to detect vulnerabilities in a system to safeguard it from cyber attacks. This is where penetration testing comes into the picture. In this presentation, explore everything there is to know about penetration testing, why it is important and how it helps you to detect vulnerabilities through various techniques. At Expeed software, we prioritize security, being a web development company at the forefront. Connect to Expeed Software for secure and robust solutions with privacy being an assurance. https://expeed.com/
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Cybersecurity is no longer a luxury but a necessity when it comes to web application development. Go through this presentation to learn about various aspects of cybersecurity, different kinds of attacks, and how the security vulnerabilities of a system are exploited in various ways. At Expeed Software, we give prime importance to security and customer privacy by adapting the best security measures as a web app development company.
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Know how Node JS makes building high complex applications a cakewalk with the help of JavaScript! In this presentation, let us walk you through various reasons for why you should consider node js to power your websites. Connect to Expeed Software, one of the best web development companies with expert developers for tailored web development solutions!
Springboot - A milestone framework in Java DevelopmentExpeed Software
Springboot, a milestone framework in Java development, took no time to become the developer's favorite because of its seamless feature-sets and efficiency. All it takes is a jiffy to build scalable, resilient and customer-friendly applications using Springboot's ability to integrate with the Spring ecosystem. Dive into this presentation to learn more about the features offered by Springboot and how it acts as a perk when it comes to web app development! Enter Expeed Software, a leading web development company, to avail of the best and most quality services related to the latest trends in web technology!
What makes Flutter the best cross platform sdkExpeed Software
In the ever-evolving dynamic era, Flutter stands tall with its versatile feature sets that ensure effective performance along with maximum productivity, making it a favorite among mobile app development companies. Our presentation here delves into the world of Flutter, discussing its innovative nature, features, uses, and more!
From delivering the best cross-platform applications to stunning UI designs, Flutter elevates the mobile app development experience to a whole new level. Check out how this technology is re-shaping the mobile and web app development realm into a more capable space. Deliver tailored solutions to your clients with Expeed Software, a renowned name among Flutter mobile app development companies! For more details visit https://expeed.com/
Keynote : AI & Future Of Offensive SecurityPriyanka Aash
In the presentation, the focus is on the transformative impact of artificial intelligence (AI) in cybersecurity, particularly in the context of malware generation and adversarial attacks. AI promises to revolutionize the field by enabling scalable solutions to historically challenging problems such as continuous threat simulation, autonomous attack path generation, and the creation of sophisticated attack payloads. The discussions underscore how AI-powered tools like AI-based penetration testing can outpace traditional methods, enhancing security posture by efficiently identifying and mitigating vulnerabilities across complex attack surfaces. The use of AI in red teaming further amplifies these capabilities, allowing organizations to validate security controls effectively against diverse adversarial scenarios. These advancements not only streamline testing processes but also bolster defense strategies, ensuring readiness against evolving cyber threats.
The Zaitechno Handheld Raman Spectrometer is a powerful and portable tool for rapid, non-destructive chemical analysis. It utilizes Raman spectroscopy, a technique that analyzes the vibrational fingerprint of molecules to identify their chemical composition. This handheld instrument allows for on-site analysis of materials, making it ideal for a variety of applications, including:
Material identification: Identify unknown materials, minerals, and contaminants.
Quality control: Ensure the quality and consistency of raw materials and finished products.
Pharmaceutical analysis: Verify the identity and purity of pharmaceutical compounds.
Food safety testing: Detect contaminants and adulterants in food products.
Field analysis: Analyze materials in the field, such as during environmental monitoring or forensic investigations.
The Zaitechno Handheld Raman Spectrometer is easy to use and features a user-friendly interface. It is compact and lightweight, making it ideal for field applications. With its rapid analysis capabilities, the Zaitechno Handheld Raman Spectrometer can help you improve efficiency and productivity in your research or quality control workflows.
Connector Corner: Leveraging Snowflake Integration for Smarter Decision MakingDianaGray10
The power of Snowflake analytics enables CRM systems to improve operational efficiency, while gaining deeper insights into closed/won opportunities.
In this webinar, learn how infusing Snowflake into your CRM can quickly provide analysis for sales wins by region, product, customer segmentation, customer lifecycle—and more!
Using prebuilt connectors, we’ll show how workflows using Snowflake, Salesforce, and Zendesk tickets can significantly impact future sales.
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Frank Liu will walk through the history of embeddings and how we got to the cool embedding models used today. He'll end with a demo on how multimodal RAG is used.
"Hands-on development experience using wasm Blazor", Furdak Vladyslav.pptxFwdays
I will share my personal experience of full-time development on wasm Blazor
What difficulties our team faced: life hacks with Blazor app routing, whether it is necessary to write JavaScript, which technology stack and architectural patterns we chose
What conclusions we made and what mistakes we committed
Finetuning GenAI For Hacking and DefendingPriyanka Aash
Generative AI, particularly through the lens of large language models (LLMs), represents a transformative leap in artificial intelligence. With advancements that have fundamentally altered our approach to AI, understanding and leveraging these technologies is crucial for innovators and practitioners alike. This comprehensive exploration delves into the intricacies of GenAI, from its foundational principles and historical evolution to its practical applications in security and beyond.
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Welcome to Cyberbiosecurity. Because regular cybersecurity wasn't complicated...Snarky Security
How wonderful it is that in our modern age, every bit of our biological data can be digitized, stored, and potentially pilfered by cyber thieves! Isn't it just splendid to think that while scientists are busy pushing the boundaries of biotechnology, hackers could be plotting the next big bio-data heist? This delightful scenario is brought to you by the ever-expanding digital landscape of biology and biotechnology, where the integration of computer science, engineering, and data science transforms our understanding and manipulation of biological systems.
While the fusion of technology and biology offers immense benefits, it also necessitates a careful consideration of the ethical, security, and associated social implications. But let's be honest, in the grand scheme of things, what's a little risk compared to potential scientific achievements? After all, progress in biotechnology waits for no one, and we're just along for the ride in this thrilling, slightly terrifying, adventure.
So, as we continue to navigate this complex landscape, let's not forget the importance of robust data protection measures and collaborative international efforts to safeguard sensitive biological information. After all, what could possibly go wrong?
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This document provides a comprehensive analysis of the security implications biological data use. The analysis explores various aspects of biological data security, including the vulnerabilities associated with data access, the potential for misuse by state and non-state actors, and the implications for national and transnational security. Key aspects considered include the impact of technological advancements on data security, the role of international policies in data governance, and the strategies for mitigating risks associated with unauthorized data access.
This view offers valuable insights for security professionals, policymakers, and industry leaders across various sectors, highlighting the importance of robust data protection measures and collaborative international efforts to safeguard sensitive biological information. The analysis serves as a crucial resource for understanding the complex dynamics at the intersection of biotechnology and security, providing actionable recommendations to enhance biosecurity in an digital and interconnected world.
The evolving landscape of biology and biotechnology, significantly influenced by advancements in computer science, engineering, and data science, is reshaping our understanding and manipulation of biological systems. The integration of these disciplines has led to the development of fields such as computational biology and synthetic biology, which utilize computational power and engineering principles to solve complex biological problems and innovate new biotechnological applications. This interdisciplinary approach has not only accelerated research and development but also introduced new capabilities such as gene editing and biomanufact
kk vathada _digital transformation frameworks_2024.pdfKIRAN KV
I'm excited to share my latest presentation on digital transformation frameworks from industry leaders like PwC, Cognizant, Gartner, McKinsey, Capgemini, MIT, and DXO. These frameworks are crucial for driving innovation and success in today's digital age. Whether you're a consultant, director, or head of digital transformation, these insights are tailored to help you lead your organization to new heights.
🔍 Featured Frameworks:
PwC's Framework: Grounded in Industry 4.0 with a focus on data and analytics, and digitizing product and service offerings.
Cognizant's Framework: Enhancing customer experience, incorporating new pricing models, and leveraging customer insights.
Gartner's Framework: Emphasizing shared understanding, leadership, and support teams for digital excellence.
McKinsey's 4D Framework: Discover, Design, Deliver, and De-risk to navigate digital change effectively.
Capgemini's Framework: Focus on customer experience, operational excellence, and business model innovation.
MIT’s Framework: Customer experience, operational processes, business models, digital capabilities, and leadership culture.
DXO's Framework: Business model innovation, digital customer experience, and digital organization & process transformation.
COVID-19 and the Level of Cloud Computing Adoption: A Study of Sri Lankan Inf...AimanAthambawa1
The study’s main objective is to analyse the level of cloud computing adoption and usage during COVID-19 in Sri
Lanka, especially in Information Technology (IT) organisations. Using senior IT employees, this study investigates
what extent their organisation adopts with cloud computing, the level of cloud computing usage, current use of
cloud service model, usage of cloud deployment model, preferred cloud service providers and reasons for adopting
and not adopting cloud computing. The study also describes why cloud computing is a solution for new normal
situations and the cloud-enabled services used during and after the COVID-19 pandemic. The finding suggests
that 87.7% of the organisations currently use cloud-enabled services, whereas 12.3% do not and intend to adopt.
Considering the benefits, cloud computing is the solution post COVID-19 pandemic to run the business way
forward.
This PDF delves into the aspects of information security from a forensic perspective, focusing on privacy leaks. It provides insights into the methods and tools used in forensic investigations to uncover and mitigate privacy breaches in mobile and cloud environments.
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Topics Covered:
💡 Idea Behind APA: Explore the innovative concept of Agentic Process Automation and its significance in modern workflows.
🔄 How APA is Different from RPA: Learn the key differences between Agentic Process Automation and Robotic Process Automation.
🚀 Discover the Advantages of APA: Uncover the unique benefits of implementing APA in your organization.
🔍 Identifying APA Candidates with UiPath Discovery Products: See how UiPath's Communication Mining, Process Mining, and Task Mining tools can help pinpoint potential APA candidates.
🔮 Discussion on Expected Future Impacts: Engage in a discussion on the potential future impacts of APA on various industries and business processes.
Enhance your knowledge on the forefront of automation technology and stay ahead with Agentic Process Automation. 🧠💼✨
Speakers:
Arun Kumar Asokan, Delivery Director (US) @ qBotica and UiPath MVP
Naveen Chatlapalli, Solution Architect @ Ashling Partners and UiPath MVP
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Enterprise Knowledge’s Emily Crockett, Content Engineering Consultant, presented “Improve Learning Content Efficiency with Reusable Learning Content” at the Learning Ideas conference on June 13th, 2024.
This presentation explored the basics of reusable learning content, including the types of reuse and the key benefits of reuse such as improved content maintenance efficiency, reduced organizational risk, and scalable differentiated instruction & personalization. After this primer on reuse, Crockett laid out the basic steps to start building reusable learning content alongside a real-life example and the technology stack needed to support dynamic content. Key objectives included:
- Be able to explain the difference between reusable learning content and duplicate content
- Explore how a well-designed learning content model can reduce duplicate content and improve your team’s efficiency
- Identify key tasks and steps in creating a learning content model
LeadMagnet IQ Review: Unlock the Secret to Effortless Traffic and Leads.pdfSelfMade bd
Imagine being able to generate high-quality traffic and leads effortlessly. Sounds like a dream, right? Well, it’s not. It’s called LeadMagnet IQ, and it’s here to revolutionize your marketing efforts.
(Note: Download the paper about this software. After that, click on [Click for Instant Access] inside the paper, and it will take you to the sales page of the product.)
2. ChatGPT is an AI chatbot developed by
OpenAI that is designed to provide human-
like conversational interactions. It is built on
large language models (LLMs), which are
advanced machine learning models that
can understand and generate natural
language.
3. • The history of ChatGPT starts in 2018, when OpenAI first
introduced its GPT language model. This model was capable of
generating human-like responses to questions and
conversations, inspiring the creation of ChatGPT.
• OpenAI officially launched ChatGPT in November 2022 and it
was an instant hit. Building upon the success of GPT-3.5,
OpenAI introduced GPT-4, an iteration that brought notable
enhancements in ChatGPT’s performance, scalability, and
overall capabilities.
4. • It is the largest, most powerful language model ever created,
with 175 billion parameters and the ability to process billions of
words in a single second.
• As an AI-powered natural language processing tool, ChatGPT is
capable of understanding and generating text based on the
prompts you give it. It has a wide range of applications, from
answering your questions to helping you draft content,
translate languages, and more.
5. 5
• However, on the flip side, some serious concerns are doing the
rounds over the potential misuse of ChatGPT. It can lead to
spreading misinformation or even creating content that is
convincing enough but still fake. OpenAI has already
implemented measures to limit such possibilities. For instance,
human moderators have been put in place to review potentially
sensitive content
6. 6
The foundation of ChatGPT is the GPT (Generative Pre-trained
Transformer) architecture, and the acronym highlights the key
characteristics of this AI model
• Generative: GPT models are capable of generating new
content based on the patterns and context they have learned
from the training data.
• Pre-trained: The models are pre-trained on vast amounts of
text data from diverse sources, allowing them to learn a wide
range of linguistic patterns, grammar, facts, and context.
7. 7
• Transformer: GPT models are built on the Transformer
architecture, a neural network model designed for natural
language processing tasks. The Transformer architecture
employs self-attention mechanisms and parallel processing to
efficiently handle large-scale language tasks and generate
contextually accurate text
8. 8
ChatGPT uses a transformer-based neural network architecture to
generate consistent and contextually relevant responses
The model is typically trained on large amounts of text that allows
the bot to learn the statistical patterns of language, such as
grammar, syntax, and semantics, which are generally used by
humans while communicating.
How does ChatGPT work?
When the user interacts over the chat interface, text input is initially
tokenized into a series of numerical vectors that the model can
interpret. These vectors are then processed via multiple layers of
neurons to generate a probability distribution function, which
determines the next set of possible words. The word with the highest
probability is chosen and used as the starting point to generate the
next word. This process continues until a complete response is
generated.
9. 9
LLM (Large Language Model)
A computer algorithm that processes natural
language inputs and predicts the next word
based on what it’s already seen. Then it predicts
the next word, and the next word, and so on
until its answer is complete.
10. 10
A neural network is a software solution that leverages machine learning
(ML) algorithms to ‘mimic’ the operations of a human brain.
What Is a Neural Network?
11. 11
• The architecture of a neural network comprises node layers that
are distributed across an input layer, single or multiple hidden
layers, and an output layer. Nodes are ‘artificial neurons’ linked to
each other and are associated with a particular weight and
threshold.
• Neural networks are capable of classifying and clustering data at
high speeds
• Additionally, traditional computers operate using logic functions
based on a specific set of calculations and rules. Conversely,
neural computers can process logic functions and raw inputs
such as images, videos, and voice.
12. 12
Four critical steps that neural networks take to operate
effectively are:
1. Associating
2. Classification
3. Clustering
4. Prediction
14. 14
Generating Text: ChatGPT is capable of producing text that has a human-like
appearance. This can be put to use for a variety of tasks, including writing and
the production of information
Create A Virtual Assistant or a Chatbot: We can integrate ChatGPT with our
chatbot or VA and even customize it according to our needs.
Text Summarizing
Language Translation, Dialogue Generation
Generate Reports
Implement an Automated Customer Service System
How does the ChatGPT Tool accomplish its goals?
15. 15
• Web scraping: Web scraping involves extracting data from
websites by using automated tools. The chatbot scans the web
for relevant information and stores it in its database.
• User feedback: ChatGPT also uses user feedback to improve its
responses. When a user interacts with the chatbot, they can rate
their responses.
• Knowledge databases: Knowledge databases are created by
experts in various fields and provide detailed information on
specific topics
Where Does ChatGPT Get it’s Data?
16. 16
• Social media: This allows ChatGPT to provide users with real-
time information on trending topics.
• Open data sources: ChatGPT also uses open data sources to
gather information on various topics. Open data sources are
publicly available datasets that provide information on specific
topics.
17. 17
• Clearly Define Your Goal
• Use Specific and Clear Language
• Provide Context
• Experiment with Different Inputs
• Provide Feedback
• Aware of what you feeding into the chat
How to use ChatGPT effectively?
18. 18
Pros
• Improved natural language
understanding
• Faster response time
• Abiltiy to generate more natural-
sounding conversation
• Enhance work in various industries,
marketing, programming, research,
and more
Pros and Cons of using chat GPT
Cons
• Difficulty in training models to
respond appropriately to a wide
range of topics.
• Potential bias from data used to
train the models
• Lack of academic integrity and
potential for providing inaccurate
information
