LLMs Workshop: Practical Exercises of Large Language Models

Unlock the Power of Large Language Models (LLMs): A Hands-On Workshop

Ready to harness the transformative potential of LLMs? This intensive 4-hour workshop bridges the gap between theory and practice, providing you with the skills to leverage these powerful AI models for real-world applications. Whether you're a data scientist, AI enthusiast, or a professional seeking to expand your skillset, this course is designed for you.

What You'll Learn:

• LLM Fundamentals & Advanced Techniques: Begin with a solid understanding of Large Language Models, exploring their architecture and capabilities. Then, dive into advanced optimization methods like Quantization and LoRA to enhance model performance.
• Practical LLM Exercises: Get hands-on experience using Kaggle datasets in Colab. You'll learn to fine-tune models for tasks like question answering and text summarization using QLoRA. Explore cutting-edge concepts like Retrieval Augmented Generation (RAG).
• Real-World LLM Applications: Work on exciting projects, including building a semantic search engine for movies and developing a chat interface powered by scholarly articles. Apply your newfound knowledge to solve tangible, impactful problems.
• Model Publication on Huggingface: Share your fine-tuned LLMs with the world! Learn how to publish your models on Huggingface, boosting your visibility within the AI community.

Who Should Attend?

This course is ideal for:

• AI Professionals looking to enhance their expertise.
• Data Scientists seeking to integrate LLMs into their workflows.
• Researchers eager to explore the latest advancements in natural language processing (NLP).
• Anyone wanting to deepen their understanding and practical application of Large Language Models.