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

Опубликовано 30 ноября 2023, 1:00

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

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