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AWS re:Invent 2023 - Keynote with Dr. Swami Sivasubramanian 7 месяцев назад


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AWS re:Invent 2023 - Keynote with Dr. Swami Sivasubramanian

Swami Sivasubramanian, Vice President of Data and AI at AWS explores the powerful relationship between humans, data, and AI, unfolding right before us. Generative AI is augmenting our productivity and creativity in new ways, while also being fueled by massive amounts of enterprise data and human intelligence. Swami discovers how you can use your company data to build differentiated generative AI applications and accelerate productivity for employees across your organization. You will also hear from customer speakers with real-world examples of how they’ve used their data to support their generative AI use cases and create new experiences for their customers. Featuring customer speakers: Rob Francis, SVP & Chief Technology Officer, Booking.com; Nhung Ho, Vice President of AI, Intuit; and Aravind Srinivas, Co-Founder and CEO, Perplexity. Including the launch of Anthropic Claude 2.1 now available in Amazon Bedrock, Meta Llama 2 70B now available in Amazon Bedrock, Amazon Titan Multimodal Embeddings, Amazon Titan Text Lite, Amazon Titan Text Express, Amazon Titan Image Generator, Custom model program for Anthropic Claude, Amazon Sagemaker HyperPod, Amazon SageMaker Innovations, Vector engine for OpenSearch Serverless, New vector search capabilities for Amazon DocumentDB and Amazon DynamoDB, Vector search for Amazon Memory DB for Redis, Amazon Neptune Analytics, Amazon OpenSearch Service zero-ETL Integration with Amazon S3, Amazon Q generative SQL in Amazon Redshift, AWS Clean Room ML, Amazon Q data integration in AWS Glue, and Model Evaluation on Amazon Bedrock 01:20 - Welcome & Opening Remarks 03:45 - Ada Lovelace 07:30 - Data + Generative AI + Humans - the three areas of symbiosis 07:30 - Essentials for Building Generative AI Applications 10:20 - Amazon Bedrock / Foundational Models Overview 12:58 - LAUNCH - Anthropic Claude 2.1 now available in Amazon Bedrock 14:00 - LAUNCH - Meta Llama 2 70B now available in Amazon Bedrock 15:00 - Vector embeddings 16:35 - Amazon Titan text embeddings 17:45 - LAUNCH - Amazon Titan Multimodal Embeddings 18:28 - LAUNCH - Amazon Titan Text Lite 18:28 - LAUNCH - Amazon Titan Text Express 19:50 - LAUNCH - Amazon Titan Image Generator 20:40 - Invisible watermarks support responsible AI 21:15 - Demo - Amazon Titan Image Generator 22:55 - Amazon Titan Foundation Model 23:10 - Amazon Bedrock Model Overview 25:00 - Guest Speaker - Chung Ho, VP of AI, Intuit 34:20 - Data is your Differentiator 34:55 - Fine Tuning / Continued Pre-training 36:30 - Amazon Bedrock - Fine Tuning model 47:30 - Retrieval augmented generation (RAG) 38:00 - Reinforce Knowledge Bases for Bedrock 39:00 - Coming Soon Mongo DB, Amazon Aurora 41:50 - DEMO: Bedrock 43:50 - Generative AI Innovation Center 44:30 - LAUNCH - Custom model program for Anthropic Claude 45:30 - Chips - NVIDIA 45:40 - Chips - Inferentia + Trnainium 46:25 - SageMaker Overview 47:00 Training foundational models 48:55 - LAUNCH - Amazon Sagemaker HyperPod 50:00 - LAUNCH - Amazon SageMaker Innovations 51:16 - Guest speaker - Aravind Srinivas, Co-Founder and CEO, Perplexity 56:30 - Data Foundation 57:15 - Services for your data foundation 58:50 - Comprehensive (Vector DB Strategy) 59:50 - Enabling vector serarch across our services 1:00:20 - LAUNCH - Vector engine for OpenSearch Serverless 1:01:10 - LAUNCH - New vector search capabilities for Amazon DocumentDB and Amazon DynamoDB 01:01:40 - Amazon MemoryDB for Redis Overview 01:02:20 - LAUNCH - Vector search for Amazon Memory DB for Redis Neptune Analytics Tee-up 1:03:50 - LAUNCH - Amazon Neptune Analytics 1:04:50 - SNAP customer reference 1:06:00 - Integrated (ZeroETL) 1:07:30 - S3 Data Lake / Opensearch 1:08:15 - LAUNCH - Amazon OpenSearch Service zero-ETL Integration with Amazon S3 1:09:50 - Governed (DataZone) 1:10:35 - AWS Clean Rooms Overview 1:11:45 - LAUNCH - AWS Clean Room ML 1:13:00 - Guest Speaker - Rob Francis SVP and CTO, Booking.com 1:16:00 - AI Trip Planner Demo 1:19:00 - AI enhances data foundation 1:20:00 - AI Makes data management easier 1:21:10 - Reinforce AI optimizations and scaling in Amazon Redshift Serverless (SageMode) 1:21:35 - Honda Customer Reference 1:22:00 - Amazon Q Overview 1:24:15 - LAUNCH - Amazon Q generative SQL in Amazon Redshift 1:24:45 - DEMO: Amazon Q generative SQL in Amazon Redshift 1:26:15 - LAUNCH - Amazon Q data integration in AWS Glue 1:27:40 - Guest Speaker & Demo - Shannon Kalisky, Senior Technical Product Manager, Amazon Quicksight, AWS - Zero-ETL 1:33:30 - Hurone AI Story / Human Productivity 1:36:00 - Amazon CodeWhisperer 1:36:45 - CodeWhisperer customization capability 1:37:30 - Amazon Q accelerates Productivity 1:40:45 - Human Inputs: Virola Tree 1:45:00 - LAUNCH - Model Evaluation on Amazon Bedrock 1:46:26 - New Skills - Reskilling Revolution 1:47:00 - Scholarship and educational updates 1:48:00 - PartyRock 1:50:23 - Conclusion #AWSreInvent2023 #AWS

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