Machine Learning model

ChatGPT is a language model developed by OpenAI that uses machine learning to generate human-like text. In simple words, it is a chatbot that responds to your instruction like a human being. ChatGPT has a unique ability to understand and respond to natural language input, making it a potent tool to revolutionize how people interact with computers. It shares a phenomenal capability to automate a wide range of language-based tasks. 

Whether you’re a researcher, writer, developer, or business leader, ChatGPT can help you open up new possibilities and improve efficiency in your work. No wonder the internet is blowing up with this like never imagined. 

It provides human-like texts which are indistinguishable from text written by people. It can code with decent results. 

Some leaders are claiming that this “Chatting AI” is a massive potent tool that will change the job dynamics in today’s world. Job automation is going to be the future. It also means that you’ll find yourselves working in tandem with AI tools like this. 

What is GPT3.0?

While the talk of the town is ChatGPT, ever wondered where it’s coming from?  GPT3.0 is 3rd version of the Generative Pre-trained Transformer which is a Machine Learning model that generates texts using massive data on the internet. ChatGPT is built on the OpenAI GPT3.5 family, an advanced version of version 3.0. 

How does ChatGPT work?

ChatGPT has been developed with a combination of Supervised Learning and Reinforcement Learning. The latter is the unique aspect that sets it apart. The creators have employed a sophisticated technique called Reinforcement Learning from Human Feedback (RLHF). It utilizes human input during the training process to minimize negative, untrue, or biased responses.

As you know, it is an ever-evolving technology. A reward model is incorporated into the reinforcement learning process that assists in the comparison of two or more data points. This helps in ranking the data set which is more relevant to maintain the quality at par. Open AI collects data from this source and enhances the language model of the ChatGPT by using the Proximal Policy Optimization method. These are a set of reinforcement learning algorithms to expand with the emergence of more and more datasets. 

Why is there so much hype around ChatGPT?

ChatGPT is a great tool to produce bulk texts in one go, which is impossible otherwise. That is the reason why there is so much hype about it. It is like you are chatting with AI. It gives a detailed solution to your query (depending on how well you command it) and is not a monotonous, machine-like text. It is akin to a human response. You can expect a video script of dreams magically drafted for you in less than two minutes. At first glance, it is not possible to differentiate if it is an AI response at all. ChatGPT incorporates sophisticated NLP and Deep Learning algorithms, along with utilizing massive data to produce creative responses.

It is built on GPT-3, Generative Pre-trained Transformer 3, a language processing model.

Are There Any Limitations In The “All-Rounder” ChatGPT?

This is an ever-evolving AI tool. So, currently, it has some limitations which may not be regarded as a permanent challenge because the versions are constantly transforming. The more data, the better it would become with time. So here are a few possible challenges that are currently arising in ChatGPT:

I. Data Dependence

This AI text-generating tool depends on data, massive data! This dependency questions the validity of the information because there is a possibility that it can be false sometimes. Besides, no matter how much data is there on the internet, there is always room for more. Sometimes, the tool may miss out on the relevant data points of research papers and trending news, which are open to limited sets of people.

ii. Accuracy 

As shared above, ChatGPT heavily relies on data. This implies that the information can be limited or inaccurate. So at this stage, sometimes, you may generate a wrong result too. Therefore one cannot blindly depend on it. 

Also, the response from this AI tool highly depends on your command. The more detailed, the better. However, there may be a chance of inaccuracy. 

iii. Limitation of Comprehending Context

Humans are multidimensional beings. Sometimes “written” mean thousands of meanings. Sometimes, words are not just words but a sentimental conquest.

Before we get too emotional about it, let’s get straight to the point. There is a chance that your request has one tone, but it is comprehended differently by the ChatGPT. 

Though, NLP employs sentiment analysis too. So it is capable of bringing close results. However, that’s not always true. 

So, sometimes, it may result in a lack of understanding of Natural Language contextually.

iv. Privacy Issues

This AI tool comprehends the requests based on data which might lead to the leakage of sensitive data. There are concerns about the potential misuse of large language models like ChatGPT for malicious purposes, such as impersonation or spreading false information.

However, strict measures are being taken to maintain the privacy of the information.

Lastly, GPT-3 also tends to generate repetitive and generic responses. The model is trained on vast amounts of text data, which produces generic responses that are not specific to a particular task or conversation.

It is crucial to note that, ChatGPT is still evolving. It is expected that it will develop into a better version with more advanced language processing, text generation, and data security features. 

Will ChatGPT replace jobs?

This tool has produced some startling results. It has a novel ability to code, write and produce creative results. At the same time, there is some scope for improvement. As it is shared, there are still some challenges, as listed above. So at the moment, it is like a support system for writers, coders, and researchers to produce bulk results which otherwise would take days to complete a task. 

It results in human-like texts as well. So, there is a possibility that tools like this may reduce the need for many professionals for a task. It may also tackle basic junior-level jobs that are more monotonous and obvious. However, it is too soon to conclude right now. However, it will surely transform the way we are working presently. Soon, you will see more and more professionals working hand in hand with Artificial Intelligence. 

ChatGPT- A Mark of the Paradigm Shift in the 21st Century

“ChatGPT is a game-changer!”

No wonder why ChatGPT has received an overwhelming response on the internet. There is absolutely no content stream, be it Instagram reels, YouTube videos, podcasts, and more, where ChatGPT has not left its mark. It is part of every heated discussion at present. It is a potent technology that is yet to develop. Already at an infancy- stage, it churns out decent text responses if commanded well. The developed versions of GPT will produce innovative and accurate results.

Recently, ChatGPT also passed the Wharton University MBA exam (one of the top B-Schools in the world). The buzz continued with one of the considerable investments, wherein Microsoft invested in OpenAI, already making it the deal of the year.

Of course, tech leaders are foreseeing the immense such revolutionary technology would lead to job automation. Undeniably, AI is the future, and this is a clear sign that it’s not the future but a living reality right now.

It marks the paradigm shift of the technological revolution in the 21st century.

Stay tuned to https://www.rapidinnovation.io/ for more technical dives!