LLM Fine Tuning Fundamentals + Fine tune OpenAI GPT model

🚀 Course Title: LLM Fine Tuning Fundamentals + Fine tune OpenAI GPT Model

🎓 Instructor: J Garg - Real Time Learning

👀 Course Headline: Master the Art of Fine Tuning Large Language Models (LLMs) with Expert Instructor J Garg! Dive into Hands-On Sessions to Customize OpenAI's GPT Model to Your Needs 🧠👩‍💻

Course Description: Large Language Models (LLMs) have become a cornerstone of the AI landscape, offering unparalleled capabilities that are transforming industries and pushing the boundaries of artificial intelligence. However, these pre-trained models often require fine-tuning to meet the specific needs of different organizations. This is where our comprehensive course comes in! 🌟

Designed for professionals who aim to leverage LLMs effectively, this course will guide you through the essentials of LLM Fine Tuning and provide you with hands-on experience in fine tuning OpenAI’s GPT model with your own custom data. You'll gain a deep understanding of the entire fine-tuning workflow, from preparing and formatting datasets to executing the fine-tuning process and evaluating the outcomes.

By completing this course, you will be equipped to tailor OpenAI’s GPT model to your unique tasks and requirements, ensuring that your LLM solutions are both relevant and high-performing in real-world applications. 🛠️🚀

What's Included in the Course?

[Theory]

• Fundamentals of LLMs & Fine Tuning: We'll kick off with an exploration of what LLMs are and why fine-tuning is a game-changer. You'll understand the workflow and the steps involved in fine-tuning, as well as the various techniques available.
  • Core concepts of LLMs
  • Importance of Fine tuning
  • Types of LLM Fine Tuning techniques
  • Best practices for effective fine-tuning

[Practicals]

• Understanding OpenAI's Ecosystem: You'll get a comprehensive walkthrough of the OpenAI Dashboard and Playground, familiarizing yourself with the tools that OpenAI offers.
• Fine Tuning Workflow: From exploratory data analysis to evaluation, you'll cover all aspects of the fine-tuning process using Python:
  • Data preprocessing and formatting
  • Creating and managing fine-tuning jobs
  • Understanding OpenAI's JSONL format for training & test data
  • Assessing the impact of fine-tuning with Tiktoken library
  • Hands-on experience in fine tuning OpenAI's GPT model with a custom dataset
  • Evaluating and comparing the performance of your fine-tuned model against the base pre-trained model

By the end of this course, you'll not only understand the theory behind LLM Fine Tuning but also have the practical skills to effectively tailor OpenAI’s GPT model to address the unique requirements of your organization. 🎯📈

Join us on this journey to master Large Language Models and transform your approach to AI with our expert-led LLM Fine Tuning Fundamentals course. Let's unlock the potential of generative AI together! 🌐✨