Exploring The Technologies Behind ChatGPT, GPT o1 & LLMs

COMPLETELY REDONE - The only course you need to learn large language models (LLMs) - ChatGPT, GPT o1, BERT & More!

Created by: Justin Coleman
Data Scientist and Artificial Intelligence Enthusiast

Created by: Tim Reynolds
Software Engineer

What Will I Learn?

• Identify and select the most suitable transformer-based model for specific NLP tasks.
• Comprehend how transformers process text and generate predictions.
• Fine-tune transformer-based models with custom datasets.
• Develop and implement actionable pipelines using fine-tuned models.
• Deploy fine-tuned models for production use.
• Perform effective prompt engineering for optimal outputs from GPT-o1 and ChatGPT.
• Understand the concepts of attention mechanisms and their application in NLP.
• Grasp the principles of transfer learning and its role in NLP.
• Utilize BERT for natural language understanding tasks.
• Conduct pre-training and fine-tuning of BERT models.
• Apply hands-on experience with BERT for various NLP tasks.
• Explore natural language generation using GPT models.
• Gain practical experience with GPT models for text generation tasks.
• Integrate BERT and GPT models for advanced NLP applications.
• Understand the fundamentals and applications of the T5 model.
• Engage in hands-on projects with T5 for different NLP tasks.
• Deploy transformer models in real-world scenarios.
• Utilize massively large language models effectively.
• Apply best practices and strategies for using ChatGPT and other LLMs in various applications.

Requirements

• Basic Python programming knowledge is helpful but not required
• Internet Access

Target audience

• Anyone interested in ChatGPT
• Anyone interested in Reinforcement Learning from Human Feedback (RLHF)
• Aspiring data scientists, machine learning engineers, and NLP practitioners
• Anyone who want to gain a solid understanding of transformer models and their applications in modern natural language processing tasks.
• Software developers seeking to enhance their productivity and leverage the power of NLP models for innovative applications in their work.