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First Principles: Exploring the Depths of OCI Generative AI Service

Find out more: https://social.ora.cl/6001XcXFP This episode of First Principles covers the mechanics behind Oracle Cloud Infrastructure (OCI) Generative AI Service and how it makes it easier to work with large language models (LLMs) for AI applications. SVP and Chief Technical Architect for OCI, Pradeep VIncent, explains Oracle's upgrades in flexible fine-tuning of LLMs and improved GPU cluster management for simplified and cost-effective integration of LLMs to AI applications. 00:00 - Intro to OCI Generative AI Service 01:29 - What are Generative AI Models? 02:01 - Transformer Model Architecture 02:38 - Encoder-Decoder Transformer Model 03:35 - Gen AI in enterprise applications 04:05 - Gen AI key to success 04:05 - Achieving high accuracy of LLM outputs 06:08 - Retrieval Augmented Generations 06:30 - Basic OCI Gen AI Workflow 08:38 - Dedicated GPU RDMA clusters 09:34 - Customer Data Privacy and Security 10:45 - Fine-Tuning the Models 11:41 - Efficient Fine-Tuning w/ T-Few 12:10 - How T-Few Fine-Tuning Works 13:15 - Inside the Transformer Layer 14:42 - OCI Gen AI's cost effective inferencing 15:29 - Packing many models in single GPU cluster 17:45 - Key Takeaways Like what you learned? Subscribe now https://social.ora.cl/60063aboY Contact Cloud Platform Sales - https://social.ora.cl/6004zuD5G Oracle Cloud Infrastructure (OCI) - https://social.ora.cl/6005PnzTH Join us at Oracle CloudWorld - https://social.ora.cl/6007PuGg5 Cloud Storage - https://social.ora.cl/6006Pnzn8 Cloud Compute - https://social.ora.cl/6009Pnzk5 Cloud Networking - https://social.ora.cl/6007Pnzwc Multicloud - https://social.ora.cl/6003Pnzjb Cloud Economics - https://social.ora.cl/6003PnzoX Cloud Computing Defined - https://social.ora.cl/6004PnzSm Follow us here: LinkedIn: https://social.ora.cl/60013ab3t Facebook: https://social.ora.cl/60003abOn Instagram: https://social.ora.cl/60083abPj Twitter: https://social.ora.cl/60003abur #GenerativeAI #Oracle #OCI