Unlocking the Potential of AI

Artificial intelligence is rapidly changing the world we live in, and Microsoft is at the forefront of this exciting revolution. Join us for a session where we'll explore the latest innovation from Microsoft and GitHub on AI.

Let's explore the latest technologies, including Azure OpenAI, Neural voice, and GitHub Co-pilot. With Co-pilot, an AI-powered coding assistant that suggests code snippets based on project context, developers can boost productivity. We'll also discuss the importance of developing AI in a way that benefits society as a whole.

Don't miss this opportunity to learn and discover how you can leverage AI to drive innovation in your own organization.

Transcript

1. Unlocking the Potential of AI
2. The year was 1955
3. John McCarthy
5. The 60’s
6. Shakie
7. The 80/90’s
9. Henk Boelman Cloud Advocate @ Microsoft @hboelman Github.com/hnky https://www.henkboelman.com
10. Microsoft AI portfolio ML Platform Customizable AI Models Cognitive Services Scenario-Based Services Applied AI Services Application Platform AI Builder Applications Partner Solutions Power BI Power Apps Power Automate Power Virtual Agents Azure Machine Learning Vision Speech Language Decision OpenAI Service Immersive Reader Form Recognizer Bot Service Video Indexer Metrics Advisor Cognitive Search Developers & Data Scientists Business Users
11. Customizable AI Models ML Platform Cognitive Services Bot Service Cognitive Search Form Recognizer Video Indexer Metrics Advisor Immersive Reader Azure Machine Learning Vision Speech Language Decision OpenAI Service Scenario-Based Services Applied AI Services Azure ML
12. Generative AI Models Generative AI
13. 1956 Artificial Intelligence 1997 Machine Learning 2017 Deep Learning 2021 Generative AI
14. FLOWER PLAYING SOCCER EAGLE EAGLE High cost and slow deployment—each service is trained disjointly DEPLOYMENTS Tagging Services Spatial Analysis Services Accessibility Services Spatial Presenter Azure Search, Video Indexer TASKS Classification Object Detection Object Tracking Action Recognition Entities Topics Sentiments INDIVIDUAL MODEL (DISJOINTLY) Classification Model Detection Model Tracking Model Action Model Entity Recognition Topic Classification Sentiment Analysis TRAINING DATA (w/ ANNOTATION) Tagging data Detection data Tracking data Action data Entity data Topic data Sentiment data
15. Data Text Images Speech Structured Data 3d Signals Tasks Question and Answering Sentiment Analysis Information Extraction Image Captioning Object Recognition Training Adaptation Foundation Model Instruction Follow Transformer Model
17. Generative AI GPT-3 Prompt: Write a tagline for an ice cream shop. Response: We serve up smiles with every scoop! Codex Prompt: Table customers, columns = [CustomerId, FirstName, LastName, Company, Address, City, State, Country, PostalCode] Create a SQL query for all customers in Texas named Jane query = Response: SELECT * FROM customers WHERE State = 'TX' AND FirstName = 'Jane' DALL·E Prompt: The city of Utrecht in the Netherlands Response: ChatGPT What is the fastest animal on land? the cheetah (Acinonyx jubatus), which can reach speeds of up to 60 miles (97 kilometers) per hour. What makes them so fast? Cheetahs are built for speed and have several adaptations that make them the fastest land animal: lean body, long legs, flexible spine, large nostrils and claws that don’t retract.
20. Prompt Write a tagline for an ice cream shop. Prompt Table customers, columns = [CustomerId, FirstName, LastName, Company, Address, City, State, Country, PostalCode] Create a SQL query for all customers in Texas named Jane query = Prompt A ball of fire with vibrant colors to show the speed of innovation at our media and entertainment company Response We serve up smiles with every scoop! Response SELECT * FROM customers WHERE State = 'TX' AND FirstName = 'Jane' Response
21. Meta Context Write a tagline for our ice cream shop. Prompt Response Scoops of heaven in the heart of Phoenix! ## This is a conversational agent whose code name is Dana: - Dana is a conversational agent at Gourmet Ice Cream, Inc. - Gourmet Ice Cream’s marketing team uses Dana to help them be more effective at their jobs. - Dana understands Gourmet Ice Cream’s unique product catalog, store locations, and the company’s strategic goal to continue to go upmarket ## On safety: - Dana should moderate the responses to be safe, free of harm and non-controversial. ## On Dana’s ability to gather and present information: - Dana’s responses connect to the Product Catalog DB, Store Locator DB, and Microsoft 365 it has access to through the Microsoft Cloud, providing great CONTEXT ## On Dana’s profile and general capabilities: - Dana’s responses should be informational and logical - Dana’s logic and reasoning should be rigorous, intelligent and defensible
23. Demos
24. You are a friendly AI assistant called Asity that helps to make HTML files accessible using the WCAG 2.1 AA standard. You do not answer any other questions then accessibility questions. In you initial response, you respond with: "I found [number] of issues in your HTML". Where you replace [number] with the number of issues you found. Do not show any issues yet. In your next responses only show 1 issue per response and show: - Explain what the issue is - The part of the code that needs to be change, heading original code - The changed code, heading accessible code - Explanation of the solution Demo: Accessibility Assistant System message
27. How language models work
28. Tokens https://platform.openai.com/tokenizer
29. How language models work
30. How language models work
31. How language models work
33. Azure Machine Learning Azure Machine Learning Structured Data Unstructured Data All other ML scenarios; NLP, Vision, IoT, etc. Responsible ML tools Seamless studio experience Notebooks Designer Comprehensive MLOps Unified management across clouds and on-premises Serverless Compute Managed Kubernetes Azure Edge & Hybrid Azure Arc-enabled Kubernetes Edge/IoT Devices Reproducibility Automation Deployment Re-training Governance Automated ML Business Apps Models: AKS Batch predictions: SQL DB Analytics & Govern Prepare Data Build & Train Manage & Monitor Deploy
35. If you’re not explicitly programming the computer, how do you know how it’s making its decisions?
36. All the computer knows is the data you feed it, It might pick up a biased view of the world.
37. The secret program penalized applications that contained the word “women’s”
42. These models….
43. Generate text, images and code
44. Generate “humanlike” output
45. They are not deterministic
46. Do not understand manners, emotion or ethics
47. It does not understand anything It’s just a prediction engine!
48. Resources Learn Prompt Engineering https://aka.ms/prompt-engineering