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ChatGPT

AI Tool to generate human-like responses to text inputs

By srikanth yandrapuPublished about a year ago 3 min read
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History

ChatGPT is a conversational AI model developed by OpenAI. It is based on the transformer architecture and was fine-tuned on a large corpus of text data to generate human-like responses to text inputs. ChatGPT was first released in June 2020 and has since become widely used for various natural language processing tasks, including chatbots and language generation.

OpenAI's GPT-3 (Generative Pretrained Transformer 3) was released in 2020 and is the third iteration of the GPT series. GPT-3 is a state-of-the-art language model that uses deep learning to generate human-like text. It can be fine-tuned for various NLP tasks such as question-answering, summarization, and chatbot development.

Learning Chat GPT

To learn ChatGPT for beginners, you can start by reading the official OpenAI documentation and tutorials. This will give you a basic understanding of how the model works and how it can be used in various applications.

You can also experiment with the pre-trained model by using the OpenAI API or by fine-tuning the model on your own data to fit your specific use case. Practicing with the model, trying out various input and outputs, and exploring the codebase of existing projects can also help you learn and understand ChatGPT better.

Additionally, you can join online forums and communities related to NLP and conversational AI to connect with others who are also learning and working with ChatGPT.

For Beginners:

To learn GPT-3 for chatbot development as a beginner, you can follow these steps:

Familiarize yourself with NLP and deep learning concepts.

Learn the basics of programming languages such as Python.

Gain an understanding of the Transformer architecture, which is the core component of GPT models.

Get hands-on experience by building small projects using pre-trained language models such as OpenAI's GPT-3.

Study the API documentation provided by OpenAI to learn how to use GPT-3 in your chatbot applications.

Keep practicing and experimenting with different NLP tasks using GPT-3.

There are also several online courses and tutorials that can help you learn GPT-3 for chatbot development.

Sample Codes For Chat GPT

Here is an example of using the transformers library in Python to generate text using a pre-trained ChatGPT model:

import torch

from transformers import GPT2Tokenizer, GPT2LMHeadModel

# Load the tokenizer and the model

tokenizer = GPT2Tokenizer.from_pretrained('gpt2')

model = GPT2LMHeadModel.from_pretrained('gpt2')

# Encode the prompt text

prompt = "In the year 2050, the world will"

input_ids = torch.tensor(tokenizer.encode(prompt)).unsqueeze(0)

# Generate text

output = model.generate(input_ids, max_length=100, num_beams=1, early_stopping=True)

# Decode the generated text

generated_text = tokenizer.decode(output[0], skip_special_tokens=True)

print(generated_text)

This code loads a pre-trained GPT-2 model and generates text that completes the prompt "In the year 2050, the world will". The generated text is then decoded and printed. Note that you can fine-tune the model on specific tasks or fine-tune the model using your own data to make the text generation more relevant to your use case.

Some Online Course available current

There are several online courses available that can help you learn ChatGPT and the underlying concepts of NLP and deep learning. Some popular platforms for online learning include:

Coursera: Coursera offers a variety of courses on NLP, deep learning, and AI, including introductory and advanced courses.

Udemy: Udemy has many courses on NLP, deep learning, and AI, including courses specifically focused on ChatGPT and conversational AI.

edX: edX is another platform that offers courses on NLP, deep learning, and AI, including courses from top universities and institutions.

Fast.ai: Fast.ai offers free and open-source courses on deep learning and AI, including a course on NLP that covers ChatGPT and related topics.

Kaggle: Kaggle is a platform for data science and machine learning that offers courses and tutorials on NLP, deep learning, and AI.

It's important to note that while these courses can provide a solid foundation, the best way to master ChatGPT is through hands-on experience and continual practice.

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About the Creator

srikanth yandrapu

Technical Writer

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