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Africa Ai Expo - workshop presentation
- 1. Data & Ai Chetan Gordhan Technical Solution Professional – Data & AI chetan.gordhan@microsoft.com @chetangordhan "You join here, not to be cool, but to make others cool." - Satya Nadella, Microsoft CEO
- 2. Agenda Setup Azure Pass 1 Demo a Brand Management for Twitter 2 Build alert for Twitter when tweets are negative 3 Build Intelligence into your APP 4 Intelligent Bots 5 How to create a Global Scale DB 6 Wrap up 7
- 3. Set Up Azure and other accounts Create a live account https://signup.live.com Email Account Instructions Azure Signup Sign in to the Azure Portal https://ms.portal.azure.com/ Sign In Azure https://aka.ms/chetanlabsDownload
- 4. Brand Management for Twitter Being Relevant Being Responsive Can we automate Analytics Sentiments
- 5. The Solution Azure – Secure Hyper Scale Cloud Azure Sql Database – PAAS Database Cognitive Services – Intelligence Azure Functions – Serverless Compute Logic Apps – Business Processes Power Bi – Dashboarding and Analytics Power Apps – Business Application Let’s Demo
- 18. The Solution Azure – Secure Hyper Scale Cloud Azure Sql Database – PAAS Database Cognitive Services – Intelligence Logic Apps – Business Processes Office365 – Email negative tweet. Let’s Build
- 20. Image Classification Custom Vision Custom Vision • What is Custom Vision Service Image Classifier Easy to Build Easy to Package • IOS • Android • Docker
- 21. The Solution Azure – Secure Hyper Scale Cloud Azure Custom Vision Service – Cognitive Service Labelled Images Train Image Classifier Test Image Classifier Deploy Let’s Build
- 22. Intelligent Bot Let’s Demo
- 23. NoSQL – Cosmos DB What is Cosmos DBCosmos Create a Cosmos DBCreate Application writes to Cosmos DB Save Data Cosmos DB Data ExplorerExplorer
- 24. What is Cosmos DB A globally distributed, massively scalable, multi- model database service
- 26. Wrap Up
Editor's Notes
- The Custom Vision Service is a Microsoft Cognitive Service that lets you build custom image classifiers. It makes it easy and fast to build, deploy, and improve an image classifier. The Custom Vision Service provides a REST API and a web interface to upload your images and train the classifier
- https://docs.microsoft.com/en-us/azure/cosmos-db/introduction
- Vision API – Gives you the ability to upload an image or video and this will extract information about the image or video. For eg emotion, gender, age Speech - Custom Speech Service - Gives you the ability to customize speech models for Speech-to-Text and text to speech transcription Speaker Recognition - Give you the ability to have Speaker Recognition. - The model allows you to repeat a phrase and be able to train and then identify the person from this. Langage - Luis - Gives you the ability that can receive user input in natural language and extract meaning from it. Text Analytics - sentiment analysis, key phrase extraction, and language detection Knowledge – QnAMaker – extract your FAQ and be able to serve this in a bot interface where the user can ask the questions to the bot and the bot responds with the answer Custom Decision Service – Give the ability to add personalisation to the content that is rendered to the end user. Search - Intelligent search capabilities
- Vision API – Gives you the ability to upload an image or video and this will extract information about the image or video. For eg emotion, gender, age Speech - Custom Speech Service - Gives you the ability to customize speech models for Speech-to-Text and text to speech transcription Speaker Recognition - Give you the ability to have Speaker Recognition. - The model allows you to repeat a phrase and be able to train and then identify the person from this. Langage - Luis - Gives you the ability that can receive user input in natural language and extract meaning from it. Text Analytics - sentiment analysis, key phrase extraction, and language detection Knowledge – QnAMaker – extract your FAQ and be able to serve this in a bot interface where the user can ask the questions to the bot and the bot responds with the answer Custom Decision Service – Give the ability to add personalisation to the content that is rendered to the end user. Search - Intelligent search capabilities
- Why choose these APIs? They work, and it’s easy. Easy: The APIs are easy to implement because of the simple REST calls. Being REST APIs, there’s a common way to implement and you can get started with all of them for free simply by going to one place, one website, www.microsoft.com/cognitive. (You don’t have to hunt around to different places.) Flexible: We’ve got a breadth of intelligence and knowledge APIs so developers will be able to find what intelligence feature they need; and importantly, they all work on whatever language, framework, or platform developers choose. So, devs can integrated into their apps—iOS, Android, Windows—using their own tools they know and love (such as python or node.js, etc.). Tested: Tap into an ever-growing collection of powerful AI algorithms developed by experts. Developers can trust the quality and expertise build into each API by experts in their field from Microsoft’s Research organization, Bing, and Azure machine learning and these capabilities are used across many Microsoft first party products such as Cortana, Bing and Skype. https://azure.microsoft.com/en-us/services/cognitive-services/computer-vision/