ML in Depth 7 - Generative AI Fine-tuning LLMs with LoRA

Explore the cutting-edge NLP model customization in 'ML In-Depth 7,' where we'll master the art of fine-tuning Large Language Models using Low-Rank Adaptation (LoRA) through the Keras library. This talk will introduce you to LoRA, a breakthrough technique enabling more resource-efficient adjustments to pre-trained models, enhancing their performance on specific tasks without the overhead of full model retraining.
We'll guide you through:

- Essentials of LLM fine-tuning vs. traditional training methods.
- The mechanics of LoRA and its advantages in fine-tuning LLMs.
- Practical Keras implementations for applying LoRA to real-world NLP tasks.
- Evaluation strategies for fine-tuned models and troubleshooting tips.