Innovate faster: Reinvent your organization with machine learning Dean Samuels Kris Howard Chief Technologist, ASEAN Amazon Web Services Head of Developer Relations, APJ Amazon Web Services © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. FEBRUARY 22, 2023 © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. What will be your learning experience today… The reach of ML is growing © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Putting ML into the hands of every developer The evolution of AI/ML © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. ML in our everyday life… Digital Assistants Travel In-home robots Recommendations Improved Elderly Care Combine with Hobbies Customer Service Tinkering © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. agustinus-nalwan.medium.com/ © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. The reach of ML is growing © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. The reach of ML is growing INCREASED SPENDING AI ACROSS SEVERAL BUSINESS UNITS AI IS CRITICAL TO SUCCESS By 2026, global spending on artificial intelligence will reach $300 billion growing 4.2 faster than average IT spend 80% of executives think automation can be applied to any business decision 94% of business leaders surveyed say AI is critical to their success Gartner Deloitte IDC © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. What is it? Artificial Intelligence (AI) Any technique that enables computers to mimic human intelligence using logic, if-then statements, and machine learning Machine Learning (ML) A subset of AI that uses machines to search for patterns in data to build logic models automatically Deep Learning (DL) A subset of ML composed of deeply multi-layered neural networks that perform tasks like speech and image recognition © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Enhance customer experience Better and faster decision-making Improve business operations New products and services © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Customer Personalisation Intelligent search Cyber Security “Lean forward” media Virtual assistants Forecasting demand Content moderation Immersive experiences Identity verification Quality inspection Predictive maintenance 5G & IoT integration Contact center intelligence Churn prediction Intelligent document processing Next generation products Fraud prevention Customer sentiment analysis Coding & DevOps ..and more Improve business operations New products and services Enhance customer experience Better and faster decision-making © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. AI-enabled software development takes hold (2021) Werner Vogels – CTOAllat Amazon © 2023, Amazon Web Services, Inc. or its affiliates. rights reserved. Tech Predictions Past and Present The DevOps cycle: From the perspective of your code Monitor & observe Code review Code dev Developer Challenges Multiple programming languages Multiple frameworks and libraries © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Numerous cloud services and APIs Identifying relevant best practices Identifying problematic code Potential security issues Keeping monitoring up to date Overwhelming number of alarms © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. AI-supported software development takes hold Code dev Code review Monitor & observe Amazon CodeWhisperer Amazon CodeGuru Amazon DevOps Guru Code Generation with AI Code Review with AI Monitoring with AI © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Cloud technologies will redefine sports as we know it (2022) Werner Vogels – CTOAllat Amazon © 2023, Amazon Web Services, Inc. or its affiliates. rights reserved. Tech Predictions Past and Present Fan engagement © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Smart venue experience Improved player safety & performance © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. The upcoming supply chain transformation (2022) Werner Vogels – CTOAllat Amazon © 2023, Amazon Web Services, Inc. or its affiliates. rights reserved. Tech Predictions Past and Present Leveraging 28+ years of retail innovation experience Customer reviews Robotics PoS Identity Service © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Membership Personalization Payments One Click Checkout free Marketplaces Voice commerce Cloud Services Fulfillment Smart Carts Free Same Day Delivery Lockers © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Supply chain transformation Amazon Personalize Amazon Forecast AWS Supply Chain (Launched 2018) (Launched 2019) (Launched 2022) © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Putting ML into the hands of every developer © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. 100,000+ customers use AWS for machine learning © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS’s mission is to put machine learning in the hands of every developer © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. The AWS AI/ML stack BROADEST AND AI SERVICES MOST COMPLETE SPECIALIZED OF MACHINE LEARNING CAPABILITIES BUSINESS PROCESSES SEARCH CONVERSATION CODE + DEVOPS INDUSTRIAL HEALTH Amazon Personalize Amazon Forecast Amazon Fraud Detector Amazon Lookout for Metrics Amazon Kendra Amazon Lex Amazon Transcribe Call Analytics Contact Lens / Voice ID Amazon CodeGuru Amazon CodeWhisperer Amazon DevOps Guru Amazon Monitron Amazon Lookout for Equipment Amazon Lookout for Vision Amazon HealthLake Amazon Comprehend Medical Amazon Transcribe Medical Amazon Omics TEXT CORE AMAZON SAGEMAKER SET SPEECH Amazon Translate Amazon Comprehend CANVAS STUDIO LAB GROUND TRUTH No-code ML for business analysts Learn ML Label data Prepare data Store features VISION Amazon Polly Amazon Transcribe Amazon Textract Amazon Rekognition STUDIO IDE Geospatial ML Build with notebooks Train models Tune parameters Deploy in production Manage and monitor AWS Panorama EDGE MANAGER Manage edge devices CI/CD | GOVERNANCE | RESPONSIBLE ML ML FRAMEWORKS & INFRASTRUCTURE PyTorch, Apache MXNet, TensorFlow © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon EC2 CPUs GPUs AWS Inferentia AWS Trainium Habana Gaudi FPGA © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Lotte Mart - Korea © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Fi - India © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Denso - Japan © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Building an end-to-end data strategy FOR APPLICATIONS FOR ANALYTICS AND MACHINE LEARNING ANALYTICS Data Warehouse Data sources Amazon Aurora Amazon Redshift Amazon Redshift Amazon EMR APPS Data Lake IOT/DEVICES APP/LOGS PEOPLE DEVICES AWS Glue Amazon DynamoDB Amazon S3 MACHINE LEARNING & ARTIFICIAL INTELLIGENCE BUSINESS INTELLIGENCE Amazon SageMaker Amazon QuickSight THIRD-PARTY DATA Amazon Kinesis & Amazon MSK Catalog and govern | AWS Lake Formation, Amazon DataZone © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. aiexplorer.aws.amazon.com AI Use Case Explorer Easily find the most relevant AI use cases with related content and guidance to make them real © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. The evolution of AI/ML © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Machine learning techniques AWS DeepLens AWS DeepComposer © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS DeepRacer A REVOLUTION IS HAPPENING IN THE FIELD OF ARTIFICIAL INTELLIGENCE Generate anything Traditional AI predicts Generative AI creates © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Text Images Videos Product descriptions and storylines Materials and CAD designs Software, websites and applications Source code Hyper-personalise everything Marketing content Advertisements Media-rich user experiences Virtual assistants Medicine and drug development Content generation … and much more © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Generative AI workflow Fine-Tuned Model Data Training © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Fine Tuning Inference © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. DeepComposer © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Generative AI models Generative adversarial networks (GANs) Generator network produces new data Discriminator network measures similarity © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Autoregressive models (AR-CNN) Transformer-based models Data evolves over time Data with sequential structure © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Large Language Models (LLMs) © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Stable Diffusion A MACHINE LEARNING MODEL THAT CONVERTS TEXT DESCRIPTIONS INTO REALISTIC, HIGH RESOLUTION IMAGES A watercolour painting of an otter reading a book A photograph of a dinosaur trying to eat an ice cream cone © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Images generated from Canva’sText to Image app © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. twitch.tv/aws Build On Generative AI © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Current developer challenges Multiple programming languages © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Multiple frameworks and libraries Numerous cloud services and APIs Identifying relevant best practices © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. CodeWhisperer GENERATES: • Entirely new code based on context • Code from plain English comments • Complete functions Available in all major integrated development environments (IDEs) as an extension 38 © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. What will be your learning experience today… The reach of ML is growing © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Putting ML into the hands of every developer The evolution of AI/ML © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Rethink Possible: Accelerate AI & ML innovations Data-driven organizations of tomorrow AI/ML use case solutions track 1 & 2 Japanese © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Build, train, and deploy ML models track 1 & 2 Data infrastructure for ML workloads ML for developers and builders Korean © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Visit the Data & AI/ML resource hub Dive deeper into these resources, get inspired and learn how you can use AI and machine learning to accelerate your business outcomes. • • • • • • • 6 steps to machine learning success e-book 7 leading machine learning use cases e-book Machine learning at scale e-book Achieving transformative business results with machine learning e-book Tackling our world’s hardest problems with machine learning e-book Accelerating machine learning innovation through security e-book … and more! https://bityl.co/FqdC Visit resource hub © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Training and Certification Access the AI & ML learning plan courses built by AWS experts on AWS Skill Builder • Get started with digital self-paced, on-demand training and ramp-up guides to help you grow your technical skills • Learn how to apply machine learning, artificial intelligence, and deep learning to unlock new insights and value in your role • Take the steps today, towards validating your expertise with an AWS Certified Machine Learning – Specialty Certification https://bit.ly/3FnxDH7 Learn your way explore.skillbuilder.aws » © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Thank you for attending AWS Innovate – Data & AI/ML Edition We hope you found it interesting! A kind reminder to complete the survey. Let us know what you thought of today’s event and how we can improve the event experience for you in the future. aws-apj-marketing@amazon.com twitter.com/AWSCloud facebook.com/AmazonWebServices youtube.com/user/AmazonWebServices slideshare.net/AmazonWebServices twitch.tv/aws © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
