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GPT-3 for Chatbots: Building Conversational AI with Fine-tuning

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  • icon1 hours 18 minutes
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  • iconOnline - Self Paced
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About GPT-3 for Chatbots: Building Conversational AI with Fine-tuning

Introduction to the finetuning course

Understanding GPT Models and Fine-Tuning for Specific Domains

Mastering Fine-tuning for NLP Applications

Introduction to OpenAI Playground

Maximizing Model Accuracy with Data Preparation and Formatting

Fine-tuning a GPT Model: Understanding Data Formats

Data Cleaning with Python: Removing Missing Values and Duplicates

Generating Questions and Answers from Text for Fine-tuning AI Models

Using ChatGPT to generate Python code for data manipulation

Running and Executing Python Code on Google Colaboratory

Building a Well-Structured Project Directory

How to Choose a Pre-Trained Model for Fine-Tuning

Introduction to Fine Tuning Process in Python

Fine-tuning a Pre-trained Model: A Three-Stage Process

Testing Your Fine-Tuned Model on OpenAI Playground

What You Will Learn?

  • In this course, you will discover the power of GPT-3 in creating conversational AI solutions. We will start with an introduction to chatbots and their use cases, and then dive deep into GPT-3 and its capabilities. You will learn how to fine-tune the model for specific tasks, such as customer service, lead generation, or entertainment. We will cover techniques for improving the accuracy and fluency of the chatbot's responses, as well as strategies for handling user input and managing conversation flow..
  • Next, we will explore different ways to integrate GPT-3 chatbots with various platforms and channels, such as messaging apps, voice assistants, and social media. You will learn how to use APIs and SDKs to connect your chatbot to these platforms and leverage their features, such as natural language processing, voice recognition, or rich media support. We will also cover best practices for designing chatbot user interfaces and testing and deploying your chatbot in production..
  • By the end of this course, you will have a solid understanding of how GPT-3 works and how to use it to build powerful and engaging chatbots for your business or personal projects. You will have hands-on experience with fine-tuning GPT-3 models and integrating them with various platforms and channels, and you will be ready to apply these skills in real-world scenarios..
  • you can find all the course resources HERE.