Navigating Model Complexity and Cost in AI Development

This chapter explores the intricacies of deploying machine learning models and the critical resources needed for production. It highlights advancements in cost-effective models and the balance between quality and affordability in meeting market demand.

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In this episode of the Cognitive Revolution podcast, Logan Kilpatrick, Product Manager at Google DeepMind, returns to discuss the latest updates on the Gemini API and AI Studio. Logan delves into his experiences transitioning to DeepMind and the restructuring within Google focusing on AI. He highlights new product releases, including the Gemini 2.0 models, and their implications for developers. Logan also touches on the future of AI in text-to-app creation, the impact of reasoning and long context in models, and the broader industry trends. The conversation wraps up with insights into fine-tuning, reinforcement learning, vision language models, and startup opportunities in the AI space.

SPONSORS:

Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers. OCI powers industry leaders like Vodafone and Thomson Reuters with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before March 31, 2024 at https://oracle.com/cognitive

NetSuite: Over 41,000 businesses trust NetSuite by Oracle, the #1 cloud ERP, to future-proof their operations. With a unified platform for accounting, financial management, inventory, and HR, NetSuite provides real-time insights and forecasting to help you make quick, informed decisions. Whether you're earning millions or hundreds of millions, NetSuite empowers you to tackle challenges and seize opportunities. Download the free CFO's guide to AI and machine learning at https://netsuite.com/cognitive

Shopify: Shopify is revolutionizing online selling with its market-leading checkout system and robust API ecosystem. Its exclusive library of cutting-edge AI apps empowers e-commerce businesses to thrive in a competitive market. Cognitive Revolution listeners can try Shopify for just $1 per month at https://shopify.com/cognitive

CHAPTERS:

(00:00) Teaser

(00:54) Introduction and Welcome

(03:56) The Future of Text App Creation

(05:15) Multimodal API and Real-World Applications

(10:37) Sponsors: Oracle Cloud Infrastructure (OCI) | NetSuite

(13:17) The Evolution of Long Context and Reasoning

(19:19) Vision Language Models and Passive Applications

(21:50) New Launches and Future Prospects (Part 1)

(28:35) Sponsors: Shopify

(29:55) New Launches and Future Prospects (Part 2)

(31:55) Flashlight Models and Cost Efficiency