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Chapter 25: ChatGPT for National Cyber Security and TechnoPolicy

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Chapter 25: ChatGPT for National Cyber Security and TechnoPolicy

Introduction

Terrorist, Criminals, Police, Defence, law enforcement agencies, engineers, authors, and students etc are using ChatGPT, a powerful natural language AI tool from OpenAI, as a crucial component of their everyday work. Since it was released at the end of November of last year, the Generative AI has been used in a wide range of applications. Question arises like “Is ChatGPT a ‘Powerful’ Tool For Cybercrime?”, “ChatGPT will amplify today’s cybercrime ?”, “How are text or codes from ChatGPT recognised? Indian law enforcement personnel scramble to locate forensic equipment”, “ChatGPT will boost today’s cybercrime?”, “Dark side of ChatGPT?”, “How ChatGPT Benefits Cyber security Expert?”, “Is ChatGPT help improve skill of investigation agencies and Decision makers ?”, “How Cybersecurity Analysts Using ChatGPT for Malicious Code Analysis, Predicting Threats ?”, “Is ChatGPT bringing advancements for cyber security as national Security ?” etc. There is a new sheriff in world, and his name is ChatGPT. Forget big tech and TikTok’s meteoric popularity. The ChatGPT created by OpenAI reached 100 million active users in only two months, setting a new record for the fastest-growing consumer application in history. Before, TikTok needed nine months to do this.

The COVID-19 epidemic saw a 600% spike in the prevalence of cybercrime. Cybercrime, which is expected to cause $6 trillion USD in damages globally in 2021, would rank third in the world’s economies, after the United States and China. By 2025, cybercrime will cost the global economy $10.5 trillion each year.

Points to Remember

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Points to Remember

ChatGPT may be used as a tool to help you learn and develop your problem-solving skills.

GPT-4, scheduled for release in late 2023, is anticipated to improve on GPT-3.5’s drawbacks through improved performance and greater adherence to human instructions and values.

ChatGPT can build and train neural networks to tackle challenging issues including image recognition, natural language processing, and predictive modelling.

To sum up, ChatGPT has great problem-solving skills, particularly in the domains of mathematics, neural networks, and formulas.

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ChatGPT in Problem Solving: Conclusion

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ChatGPT in Problem Solving: Conclusion

It’s crucial to stress once more that ChatGPT is still in its infancy despite its grandeur in its current form. Even though GPT-3.5, the language model on which ChatGPT is based, is in its third iteration, more work has to be done. GPT-4, scheduled for release in late 2023, is anticipated to improve on GPT-3.5’s drawbacks through improved performance and greater adherence to human instructions and values.

While discussing the problem solving abilities of ChapGPT with mathematical models, writing neural networks, formulae, it’s important to remember that the model was only attempting to express the most likely solution rather than trying to reason through the formal logic.

Mathematical Problem Solving: ChatGPT is capable of doing more complex mathematical operations like calculus, linear algebra, and statistics as well as simpler arithmetic operations like addition, subtraction, multiplication, and division. It can also resolve optimization issues as well as equations and inequalities.

ChatGPT can build and train neural networks to tackle challenging issues including image recognition, natural language processing, and predictive modelling. In order to carry out certain tasks like speech recognition or language translation, it can also employ pre-existing neural networks.

Formulas: ChatGPT may employ a variety of mathematical and scientific formulas to answer issues in a variety of disciplines, including as physics, chemistry, and engineering.

To sum up, ChatGPT has great problem-solving skills, particularly in the domains of mathematics, neural networks, and formulas. These abilities may be used for a range of jobs, and via continuing training and growth, it is always enhancing its capacity to resolve challenging issues.

Limitation

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Limitation

This kind of AI, known as a big language model, is what causes ChatGPT to struggle with math. It analyses vast amounts of text from many websites and builds a model of the words that are most likely to come after one another in a phrase. This version of autocomplete is more advanced.

It answers with numbers that are both grammatically and mathematically incorrect but have an authoritative-sounding tone.

While ChatGPT is capable of doing intricate mathematical computations, ChatGPT lack human-level insight or creativity. Also, ChatGPT is unable to take the role of a real-life math teacher or tutor who can provide individualised explanations and comments. There may also be certain specialised or challenging mathematical issues that ChatGPT is not educated in, but ChatGPT is always studying and expanding my body of knowledge.

Chapter 24: How Beginner Start ChatGPT for Problem-Solving

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Chapter 24: How Beginner Start ChatGPT for Problem-Solving

Introduction

It is not possible for a newbie to use ChatGPT to solve problems right away. Yet, ChatGPT may be used as a tool to help you learn and develop your problem-solving skills. Following are some actions you can take:

Learn the fundamentals of ChatGPT: Learn more about ChatGPT’s capabilities and what it is. Recognize its advantages and disadvantages, and develop efficient use of it.

Determine your issue areas: Decide where you need assistance with problem-solving. This might apply to any subject, including math and science. After the problem regions have been located, you may use ChatGPT to assist in resolving issues there.

When you’ve determined where the issues are, start asking ChatGPT questions. You can ask ChatGPT to provide clarification on a topic, provide a solution to a specific issue, or both.

Take time to comprehend ChatGPT’s replies as it addresses your inquiries so that you may learn from them. Try to comprehend how ChatGPT came up with the answer or recommendation, and take something away from the process.

Try utilising the concepts and methods you have learnt from ChatGPT to solve problems independently. You may also request help from ChatGPT to edit or enhance your work.

Overall, ChatGPT can help you develop your problem-solving skills if you’re a beginning. Nevertheless, it’s crucial to work alone as well and practise problem-solving utilising the strategies and ideas you’ve acquired through ChatGPT.

Points to Remember

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Points to Remember

Throughout the challenge, we watched ChatGPT’s progress and outcomes and evaluated its performance to learn more about its capacity for problem-solving.

In general, properly planning the architecture and training the network on a large and varied dataset of labelled pictures are essential to creating a successful neural network for image classification.

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Problem-Solving Abilities with Writing Formulas

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Problem-Solving Abilities with Writing Formulas

I began out by asking a pretty specific inquiry that stated Problem-solving abilities with writing formulas “Find the volume of a sphere with a radius of 3 units, Solve this”

Figure 23.5: Capability to write formulae

Here, ChatGPT impressed me because it not only solved the question but also provided Formula, Calculations, Solve equations, Right approach and explanations. Step by Step of it.

Problem-Solving Abilities with Writing Neural Networks

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Problem-Solving Abilities with Writing Neural Networks

I started out with a very particular question “How do I solve this? Given a set of images of handwritten digits (0-9), write a neural network that can accurately classify the digits in the images”

Figure 23.4: ChatGPT’s ability to recommend neural network problems

In general, properly planning the architecture and training the network on a large and varied dataset of labelled pictures are essential to creating a successful neural network for image classification. The appropriate strategy can help you recognise handwritten numerals with high degrees of accuracy.

Here, ChatGPT impressed me because it not only solved the question but also provided right approach and explanations Step by Step of it.

Problem-Solving Abilities of Mathematical Models

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Problem-Solving Abilities of Mathematical Models

I began out by asking a pretty specific inquiry that stated the Mathematical models “How do I use the mathematical models to solve, A store is having a 20% off sale on all items. If the original price of a shirt was Rs25, what is the sale price?”

Figure 23.2: Solving basic math models using chatGPT

ChatGPT in fact can solve problems with proper reasoning and justification. It replicates a sequential problem-solving methodology and display some easy-to-go content for users to understand the logic behind it.

Figure 23.3: Logical reasoning of problem solving stages

Here, ChatGPT impressed me because it not only solved the question but also provided calculations, solve equations, right approach and explanations Step by Step of it.

Problem-Solving Abilities of Theorem

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Problem-Solving Abilities of Theorem

I started off by stating the polynomial remainder theorem in a rather directed question “How do I use the polynomial remainder theorem to solve, what is the degree of the polynomial 4x+2?”

Figure 23.1: Solving basic Polynomial with chatGPT

Here, ChatGPT impressed me because it not only solved the question but also provided calculations, solve equations, and explanations of it, among other things.