The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

Building Real-World LLM Products with Fine-Tuning and More with Hamel Husain - #694

Jul 23, 2024
In this discussion with Hamel Husain, founder of Parlance Labs, they dive into the practicalities of leveraging large language models (LLMs) for real-world applications. Husain shares insights on fine-tuning techniques, including tools like Axolotl and the advantages of LoRa for efficient model adjustments. He emphasizes the importance of thoughtful user interface design and systematic evaluation strategies to enhance AI's effectiveness. The conversation also highlights challenges in data curation and the need for accurate metrics in domain-specific projects, ensuring robust AI development.
01:20:05

Episode guests

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Quick takeaways

  • Iterating from demos to working LLM-based applications is a key challenge for developers.
  • Fine-tuning LLMs with tools like Axolotl and LoRA adapters enhances model performance.

Deep dives

Motific: Bridging the Gap between POC and Deployment for GenAI

Motific, an AI innovation from Cisco's Outshift, aids enterprises in deploying AI applications faster by addressing security, trust, compliance, and cost risks. Building GenAI projects on a foundation of trust and efficiency is crucial for successful deployment.

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