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Home Remote Work

The Magic of AI: A Beginner’s Guide to GPT-3 and ChatGPT

Ifeanyi Kelvin Alozie by Ifeanyi Kelvin Alozie
July 16, 2023
in Remote Work
Reading Time: 13 mins read
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AI generated image of a woman have robot and human body
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AI? What is that?

When you hear the term “artificial intelligence” or “AI”, what comes to mind? Whether you imagine advanced killer androids like the Terminator or benevolent human-like AI systems such as JARVIS from Iron Man, we are still far from achieving artificial general intelligence with sentience or self-awareness.

However, AI technologies such as ChatGPT have advanced rapidly in recent years and led to systems with impressive capabilities such as machine translation, robotic process automation, and more.

But what exactly defines AI? Well, from one nerd to another, AI refers to computer systems designed to perform tasks that typically require human intelligence. This includes abilities such as learning, planning, problem-solving, perception, and even creativity.

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The ultimate goal of AI is to create “general artificial intelligence”—a machine capable of performing any intellectual task that a human can.

However, current AI systems are narrow in scope and are designed to perform specific, limited tasks, often with a narrower and more consistent focus than humans.

We will explore how AI has promising applications ranging from improved healthcare diagnostics to optimised supply chain management.

However, it also introduces major challenges and limitations, from job disruption and automation to bias and safety concerns.

As AI continues to advance, we will need ongoing discussion and proactive guidance to ensure that it is developed and used ethically and for the benefit of humanity.

Surprised pig. An AI generated image
A Surprised Pig. AI-generated image using midjourney

Current applications of AI

AI has been applied in diverse fields, with some of the most common applications including:

Healthcare: AI systems are helping improve medical diagnosis and personalise patient treatments. Machine learning models can analyse medical scans far faster and more accurately than humans.

AI also enables predictive prevention by identifying patients at risk of conditions like heart disease or diabetes and tailoring treatment plans accordingly. Sadly, there is no cybointegration… yet, but this technology could be the birthplace of designer medicine.

Finance: AI has been used by companies like Enova and AlphaSense, according to the tech start-up website Built In, to detect fraud, make investment decisions, and analyse market trends. It is also widely used in the financial sector for loan approvals and algorithmic trading. 

Machine learning models can detect patterns to identify fraudulent transactions or risky loans and make real-time trading decisions faster than human traders. However, this also introduces concerns about bias or unpredictability in AI systems’ judgements.

Transportation: Self-driving vehicles such as Tesla can become increasingly viable with the application of AI that builds on machine perception and control capabilities. AI can help power autonomous systems’ navigation, obstacle avoidance, and route planning.

However, full autonomy is still limited by the ability to handle unexpected or complex driving scenarios. AI also optimises transportation routing and logistics, helping to reduce delays and congestion.

Challenges and Considerations

While AI promises significant benefits, it also poses major challenges and limitations.

  • Job Loss Concerns: As AI systems take over routine tasks like data entry or assembly line work, estimates predict that as many as 50% of current jobs are at risk of automation, with both blue-collar and white-collar roles impacted.

Calum McClelland noted in his article, “The Impact of Artificial Intelligence – Widespread Job Losses,” that the rise of AI technology has also raised concerns about job displacement.

As the use of AI in the workplace has led to concerns about job loss due to automation, Calum is of the view that “blue-collar and white-collar jobs will be eliminated”—basically, anything that requires “middle skills” (meaning that it requires some training but not much).

This leaves low-skill jobs, as described above, and high-skill jobs that require high levels of training and education.” So there might be a saving grace if you’re at the end of the skill spectrum.

But it doesn’t take away from the fact that the use of artificial intelligence could eliminate many middle-skill jobs, widening the gap between high- and low-skill labour.

Upskilling workforces and transitioning to more creative, interpersonal, and critical thinking-focused careers may help address this concern.

  • Data and Privacy Concerns: AI systems are trained on massive amounts of data, raising concerns about privacy, data protection, and algorithmic bias. If personal data is used without consent or proper anonymization, it could violate people’s privacy.

Datasets may also reflect and amplify the prejudices of their creators, resulting in AI systems that discriminate unfairly against certain groups. 

Continuous auditing, data governance, and diverse teams can help address these ethical issues, but ensuring AI is fair, transparent, and accountable remains an open challenge.

  • Safety and Control Concerns: As advanced AI systems become increasingly capable and autonomous, fears grow about them behaving in unexpected ways or escaping human control.

While we are still far from artificial general intelligence, we must invest in rigorous safety practises and oversight frameworks to help secure advanced AI systems and contain potential risks. But as AI matches or exceeds human performance on more tasks, ensuring human values and priorities remain at the forefront of its development will be crucial.

To help AI advance in a way that benefits society as a whole, we must address these challenges through public-private cooperation and policy solutions.

Investing in education and skills training, implementing oversight and accountability, and maintaining open communication can all help maximise the benefits of AI and minimise the risks.

But as AI systems become increasingly advanced and autonomous, continued monitoring, discussion, and proactive guidance will be necessary.

The future remains unclear, and we must work together to shape the development of AI for the benefit of humanity.

GPT-4
GPT-4 input and output via openai.com

The Importance of Keeping Up with AI Progress

While the long-term future of AI is difficult to predict, continued advancements are certain. As AI technologies develop rapidly, individuals and organisations must keep pace to remain relevant and competitive.

Remaining up-to-date on the latest AI capabilities and applications allows one to leverage new tools to augment or automate workflows.

It also enables guidance on how teams or roles may adapt amid potential automation and shapes participation in directing how AI systems are designed and deployed ethically and safely.

Ultimately, navigating the rise of increasingly sophisticated AI will require lifelong learning and agility. Individuals and organisations can take advantage of the advantages of AI while responsibly guiding its development by keeping an eye on trends, investing in AI literacy, and participating in policy discussions.

GPT-3: The Good and The Bad

GPT-3 is an autoregressive language model released in 2020 that uses deep learning to produce human-like text. Given an initial text as a prompt, it will produce text that continues the prompt. It is a neural network machine learning model trained using internet data to generate any type of text.

GPT-3 demonstrates the power of modern AI with its ability to understand and generate natural language. However, it also has significant limitations and risks.

Advantages

  • Increased Efficiency: GPT-3 can generate high-quality text with minimal input, allowing for diverse applications like automatic summarization, translation, and more.
  • Flexibility: GPT-3’s broad training and inherent language understanding enable it to be applied to various NLP tasks with strong performance.
ChatGPT input and output. GPT-3
ChatGPT user interface.

Limitations

  • Limited Understanding: Despite its language capabilities, GPT-3 lacks true understanding, reasoning, or common sense. It does not understand the implications or social impact of what it produces.
  • Bias in Outputs: GPT-3 may generate biased, misleading, or harmful outputs due to flaws in its training data or design. It can amplify toxic behaviours or spread misinformation.
  • Safety and Control Concerns: As large, powerful models like GPT-3 become increasingly capable and autonomous, ensuring human oversight and control is a serious challenge. These systems could behave in unexpected ways or be misused for malicious purposes, like disinformation campaigns.

While GPT-3 (just like GPT-4, which is a large multimodal model that can accept both text and image inputs and emit text outputs) represents significant progress in AI, continued work is needed to develop AI systems that are grounded, robust, and ethically sound.

Broadly speaking, even though advanced AI has the potential to make our lives better, we must make sure that as it develops, it stays in line with human values. We can take advantage of the advantages of AI while reducing the risks with proactive guidance, investment in safety practices, and a focus on ethical development.

But as AI systems become increasingly advanced and autonomous, sustained monitoring and discussion will be vital to navigating their impact on society.

Introducing OpenAI’s ChatGPT

ChatGPT is a conversational AI system that listens, learns, and challenges. It is a sibling model to InstructGPT, which is trained to follow the instruction in a prompt and provide a detailed response.

ChatGPT is built on top of OpenAI’s GPT-3 family of large language models and has been fine-tuned using both supervised and reinforcement learning techniques. ChatGPT is fine-tuned from a model in the GPT-3.5 series, which finished training in early 2022.

ChatGPT is currently powered by GPT-3.5 Turbo, OpenAI’s most advanced language model. You can build your own applications with GPT-3.5-turbo to do things like draft an email or other piece of writing.

Applications of OpenAI’s chatGPT-3

ChatGPT is rapidly gaining popularity as a powerful machine-learning tool that can be used in a variety of applications.

ChatGPT can be used for a wide range of applications, such as developing chatbots for customer service, creating answers to questions in online forums, or creating personalised and quality content for social media posts. 

ChatGPT can also be used to create virtual assistants that can handle day-to-day tasks for businesses, such as scheduling appointments, sending emails, and managing social media accounts.

With its natural language processing capabilities, ChatGPT is a versatile tool that can be used in many different ways.

ChatGPT input and output dark mode interface
Using ChatGPT to generate story ideas

ChatGPT has several additional use cases:

  • Answering questions: ChatGPT can answer a wide range of questions on various topics, from general knowledge to specific queries. It uses natural language processing to understand the user’s intent and provide relevant answers.
  • Alternative to Google search: ChatGPT can be used as an alternative to traditional search engines like Google. Users can ask questions in natural language and receive relevant results without having to sift through pages of search results.
  • Developing apps: ChatGPT can be used to develop conversational apps, chatbots, and virtual assistants. Its natural language processing capabilities allow for more human-like interactions with users.
  • Writing funny dialogues: ChatGPT can be used to generate humorous dialogue for scripts, skits, or comedic content. Its ability to generate text based on specific parameters can help writers come up with unique and entertaining content.
  • Composing emails: ChatGPT can assist with composing emails by suggesting content based on the user’s message and recipient. This can save time and improve the quality of the email.
  • Creating recipes: ChatGPT can generate recipes based on specific ingredients or dietary restrictions. This can be helpful for people looking to try new recipes or those with dietary restrictions.
  • Writing stories: ChatGPT can be used to generate story ideas, characters, and plot points. This can be helpful for writers looking for inspiration or struggling with writer’s block.
  • Summarizing stories: ChatGPT can summarise long texts, such as news articles or research papers, into shorter, easy-to-read summaries. This can save time and help readers quickly understand the key points of a text.
  • Generating creative writing prompts: ChatGPT can generate prompts for creative writing, such as short stories, poetry, or screenplays.
  • Generating jokes and memes: ChatGPT can generate jokes and memes based on specific topics or themes. This can be useful for social media managers or content creators looking to engage their audience with humour.
  • Translating text: ChatGPT can translate text from one language to another. Its natural language processing capabilities allow for more accurate and nuanced translations.
  • Generating song lyrics: ChatGPT can generate song lyrics based on specific themes, emotions, or styles. This can be helpful for musicians or songwriters looking for inspiration.
  • Playing games: ChatGPT can play games with users such as trivia, riddles, and word games. This can be a fun and interactive way to engage with the technology.
  • Generating story ideas: ChatGPT can generate ideas for stories based on specific parameters, such as genre or setting. This can be helpful for writers looking to explore new ideas or genres.
  • Generating poems: ChatGPT can generate poetry based on specific themes, emotions, or styles. This can be helpful for poets or writers looking for inspiration.
  • Generating text for social media posts: ChatGPT can generate text for social media posts based on specific parameters, such as tone, style, or audience. This can save time and improve the quality of social media content.
  • Generating text for marketing campaigns: ChatGPT can generate text for marketing campaigns, such as ad copy or taglines. Its ability to generate text based on specific parameters can help marketers create more effective and targeted campaigns.
  • Generating text for product descriptions: ChatGPT can generate text for product descriptions based on specific parameters, such as features or benefits. This can be helpful for e-commerce businesses looking to improve their product descriptions.
  • Generating text for customer service: ChatGPT can generate text for customer service interactions, such as chatbots or automated responses. Its natural language processing capabilities can help improve the quality and efficiency of customer service interactions.
  • Generating text for online forums: ChatGPT can generate text for online forums, such as responses to questions or comments. This can help improve engagement and interaction on forums.
  • Generating text for chatbots: ChatGPT can generate text for chatbots, which can be used for various applications, from customer service to entertainment.
  • Generating text for virtual assistants: ChatGPT can generate text for virtual assistants such as Alexa or Siri. This can improve the quality of interactions and make virtual assistants more human-like.
  • Generating text for healthcare applications: ChatGPT can generate text for healthcare applications such as symptom checkers or chatbots. This can improve the quality of healthcare interactions and make healthcare more accessible.

It’s fascinating to witness how technology is advancing and making our lives easier in so many ways. Have you had the chance to try using ChatGPT yet? Let us know in the comments!

Tags: AIArtificial intelligencechatgptFeaturedgpt-3gpt-4openai
Ifeanyi Kelvin Alozie

Ifeanyi Kelvin Alozie

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