AI and Machine Learning Fundamentals

Suggested Workshop Structure

Morning Session: Introduction and Foundations

1. Introduction to AI and GPTs:
   • Overview of Artificial Intelligence, machine learning, and the role of GPTs.
   • Discussion on the impact of GPTs in various industries and personal projects.
2. Core Concepts of GPTs:
   • Understanding neural networks, training processes, and the architecture of GPTs.
   • Key terms and concepts like tokenization, layers, attention mechanisms.
3. Exploring Pre-built GPTs:
   • Hands-on session exploring existing GPT models.
   • Case studies showcasing practical applications of GPTs.

Midday Session: Building Your Own GPT

1. Setting Up the Environment:
   • Guide on setting up software and tools needed to create GPTs (e.g., Python, TensorFlow, PyTorch).
   • Accessing APIs and open-source platforms for GPT development.
2. Designing a Mini-GPT Project:
   • Participants choose a theme or topic for their GPT.
   • Planning the data collection and model training process.
3. Starting the Build:
   • Step-by-step coding session to start building their own GPT.
   • Initial training on sample data.

Afternoon Session: Refinement and Deployment

1. Testing and Refining the Model:
   • Techniques for testing and improving the accuracy of the GPT.
   • Discussing and implementing feedback loops.
2. Deployment and Applications:
   • Methods to deploy the GPT for various applications.
   • Ethical considerations and best practices in AI deployment.
3. Showcase and Feedback:
   • Participants present their GPT projects.
   • Group feedback session and discussions on improvements.

Workshop Summary

Workshop Title: Build Your Own GPT: Empowering Through AI

In this intensive one-day workshop, participants will delve into the transformative world of AI by learning to create their own Generative Pre-trained Transformer (GPT). This workshop demystifies the complex processes behind AI and machine learning, offering hands-on experience in building and deploying a GPT model. Starting with an introduction to the foundational aspects of AI and GPTs, attendees will gain a solid understanding of neural networks and the architecture of advanced AI models. The workshop will guide participants through setting up their development environment, designing a GPT for a chosen application, and initiating the training process. By the end of the day, each participant will have constructed a basic functional GPT, equipped with the knowledge to refine and adapt their models to diverse needs and scenarios. Ideal for tech enthusiasts, educators, and anyone interested in AI, this workshop not only teaches technical skills but also explores ethical AI use and real-world applications, ensuring participants are ready to innovate and inspire in the digital age.