[Machine Learning 15minutes! Broadcast #67] Azure AI - Build 2022 Updates and more...
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The document discusses updates to Azure AI and machine learning services from Microsoft. Key updates include new responsible AI tools like a dashboard and scorecard, expanded capabilities for Azure Machine Learning like reusable pipeline components and automated ML for NLP and images, as well as general availability of custom entity recognition, text classification, and document translation. It also previews conversational language understanding and document/conversation summarization.
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[Machine Learning 15minutes! Broadcast #67] Azure AI - Build 2022 Updates and more...
- 1. Azure AI – Build 2022 Updates and more... SATO Naoki (Neo) Senior Software Engineer, Microsoft
- 3. How customers adopt AI Knowledge Mining 60 % Reduction in cost of compliance Conversational AI 30 % Of all e-commerce will be through voice by 2030 Document Process Automation 46 % Cost savings with process automation in IT enterprises Machine Translation 78 % Of language services utilize Machine Translation Speech Transcription & Analytics 64% Of online education experts use automated transcription Build, deploy and manage custom ML models Solve common business scenarios Knowledge Mining Conversational AI Business Process Automation Machine Translation Speech Transcription & Analytics
- 5. ML platform Azure Machine Learning Azure AI Vision Speech Language Decision OpenAI Service Customizable, high quality AI models Cognitive Services Bot Service Cognitive Search Form Recognizer Video Indexer Metrics Advisor Immersive Reader Scenario specific AI services Applied AI Services
- 6. Preview Preview Preview Auto-tuning capability Preview Gated Preview Gated Preview Gated Preview
- 7. Preview Document & Conversation Summarization Preview Custom Named Entity Recognition Generally Available Custom Text Classification Generally Available Conversational Language Understanding Generally Available Document Translation Generally Available
- 10. ML platform Azure Machine Learning Azure AI Vision Speech Language Decision OpenAI Service Customizable, high quality AI models Cognitive Services Bot Service Cognitive Search Form Recognizer Video Indexer Metrics Advisor Immersive Reader Scenario specific AI services Applied AI Services
- 12. Structured Data Unstructured Data Analytics Business Apps Prepare Data Build & Train Manage & Monitor Deploy across clouds and on-premises Serverless Compute Managed Kubernetes Azure Edge & Hybrid Azure Arc-enabled Kubernetes Edge/IoT Devices Azure ML
- 13. MLOps
- 14. Preview Generally Available Preview Generally Available Support for natural language processing and image tasks Generation of model training codes Enhancements for product integration and MLOps
- 15. Azure ML Azure ML Your editor of choice
- 16. Pipeline Metadata name, display_name, version, type, etc. Interface input/output specifications (name, type, description, default value, etc). Command, Code & Environment command, code and environment required to run the component SDK CLI UI
- 17. Fairness Inclusiveness Privacy & Security Transparency Reliability & Safety Accountability Microsoft’s AI Principles
- 18. Responsible AI investments and safeguards for facial recognition https://azure.microsoft.com/en-us/blog/responsible-ai-investments-and-safeguards-for-facial-recognition/
- 20. Azure Machine Learning Responsible AI Dashboard & Responsible AI Scorecard Managed endpoints Python SDK v2 Arc support Command Line Interface v2 Custom reusable components (in pipelines) Automated ML new features Support for natural language processing and image tasks Generation of model training codes Enhancements for product integration and MLOps Integration with RStudio Workbench