ChatGPT - The future of human-like communication is here.
Rajesh Shukla
Strategic Enterprise Architect & Transformation Leader | Cloud Solutions, GenAI, Data Science & ML Expert | Proven Success in Driving Major IT Initiatives and Business Alignment
We've been moving towards a world where machines can think, learn, and interact like humans for quite some time now, and the ramifications for society are massive. Recently, I had the opportunity to try out the cutting-edge tool "ChatGPT" and was astounded by its human-like conversation abilities, including its ability to remember context and make follow-up corrections. It's truly a remarkable advancement in the field of AI and machine learning.
So, what exactly is ChatGPT? It is a natural language processing (NLP) tool developed by OpenAI, an AI research and deployment company, which allows us to engage in human-like conversations. As the name implies, the tool implements the Generative Pre-trained Transformer 3 (GPT-3) model.
?GPT-3 is a deep neural network generative language model that learns the context and meaning of language by tracking relationships in sequential data, such as words in a sentence. The model utilizes an evolving set of mathematical techniques, known as attention or self-attention, to identify the subtle ways in which even distant data elements?in a sequence influence and depend on each other.?This allows it to understand the context and meaning of text data, enabling it to generate human-like conversations and respond to questions in a meaningful way.
The transformer architecture for GPT, was first introduced in the paper "Attention Is All You Need" from Google and is considered one of the most advanced models to date. In a 2021 paper, Stanford University referred transformer as the "foundation model" considering it as a catalyst for a paradigm shift in AI.
What sets GPT3 apart is that it was trained on a massive 45 TB of text data and has more than 175 billion parameters, which is 10 times larger than its predecessor, the Turing NLG from Microsoft, with 17 billion parameters. This makes GPT-3 one of the largest and most advanced language models to date. OpenAI's ChatGPT is on GPT version 3.5, and we can expect even greater improvements with the release of GPT 4, which is predicted to be released before the end of 2023 and is expected to have around 1 trillion parameters.
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In ML and AI, parameters refer to the adjustable
settings in a model that can be optimized during
training. Consider it is like a rule or a guide
that tells the machine what to do in certain
situations in turn optimizing the behavior and
performance of a model. In a neural network, the
parameters include weights and biases for each layer.
The goal of training a model is to adjust the
parameters to minimize the error between the predicted
output and the actual target output, effectively
"learning" the relationship between inputs and outputs.
GPT 3 Dataset:
"ChatGPT is a powerful tool for content generation, customer service and support, virtual assistants, translation, sentiment analysis, coding, language modeling, and more. However, as with any new technology, it is important to consider its potential misuse. When I asked ChatGPT about the ethical implications of using it, it brought up concerns such as bias and discrimination, misinformation and propaganda, privacy, job displacement, and responsibility for actions.
In conclusion, it is crucial for individuals and organizations to be aware of the ethical implications of using ChatGPT and other advanced AI language models. It is necessary to take steps to minimize risks and ensure that these technologies are used responsibly and for the benefit of society."
I've been able to navigate the undiscovered waters of poem writing with the aid of this AI technology (to add a touch of humor). I can state with confidence that I have a long way to go if want to develop as a writer.