Foundation Models | Satya Nadella at Microsoft Build 2024

Summary

The video script introduces Azure AI's broad selection of AI models, including OpenAI's GPT-4o, a multimodal model with human-like conversational capabilities. It showcases GPT-4o's top performance on benchmarks and its integration with Copilot for personalized assistance in various tasks. The script also highlights Azure AI's expansion of partnerships with Hugging Face and the introduction of Phi-3 models for cost-effective, high-performing AI applications. A new partnership with Khan Academy to enhance math tutoring with AI is announced, emphasizing the potential of AI to transform education and other industries.

Takeaways

• 🌐 Azure AI offers a broad selection of frontier and open source models, including LLMs and SLMs, catering to diverse application needs.
• 🤝 Azure has a strategic partnership with OpenAI, which recently announced GPT-4o, a multimodal model trained on Azure.
• 📈 GPT-4o is a breakthrough model capable of text, audio, image, and video input and output, and excels in benchmarks across various modalities.
• 🔍 GPT-4o demonstrates state-of-the-art performance in understanding information provided in prompts, crucial for effective AI interactions.
• 🎥 A demo showcased how Copilot can leverage GPT-4o, assisting users in tasks like playing Minecraft by understanding and responding to prompts.
• 🛍️ Azure AI is expanding its model offerings, including partnerships with Cohere, Databricks, Deci, Meta, Mistral, Snowflake, and more.
• 🌟 Azure AI Studio is now generally available, providing an end-to-end development environment for AI models with built-in AI safety tooling.
• 📚 Azure AI is enhancing its partnership with Hugging Face, integrating more models for text generation and embedding inference into Azure AI Studio.
• 📈 The Phi-3 family of SLMs is introduced, offering high performance and cost-effectiveness, with new models like Phi-3 Vision for multimodal capabilities.
• 🏫 A new partnership with Khan Academy is announced, aiming to use Phi-3 to make math tutoring more accessible and provide free AI assistant tools to U.S. teachers.

Q & A

What is the significance of Azure AI's broad selection of models?

Azure AI offers a wide range of frontier and open source models, including Large Language Models (LLMs) and Small Language Models (SLMs), allowing organizations to choose the most suitable model for their specific needs and applications.

How many organizations currently use Azure AI?

More than 50,000 organizations are using Azure AI today, indicating its widespread adoption and utility.

What is the strategic partnership between Azure AI and OpenAI?

Azure AI has a strategic partnership with OpenAI, which is evidenced by the announcement of GPT-4o, a multimodal model trained on Azure, showcasing a breakthrough in AI technology.

What are the capabilities of OpenAI's GPT-4o model?

GPT-4o is capable of processing text, audio, image, and video as both input and output. It can engage in humanlike, fast, and fluid conversations, and even handle interruptions mid-sentence.

How does GPT-4o perform on benchmarks?

GPT-4o is the top-performing model on benchmarks across various modalities, ensuring it provides the best possible answers.

What is the role of Copilot in the video demonstration?

In the video, Copilot acts as a personal assistant, helping the user with tasks such as playing Minecraft, by providing guidance and support in real-time.

What is the significance of the Khan Academy partnership with Microsoft?

The partnership aims to use Phi-3 models to make math tutoring more accessible, with Khan Academy's AI assistant, Khanmigo, being offered free to all US teachers to enhance education.

What does Azure AI Studio offer to developers?

Azure AI Studio provides an end-to-end tooling solution for developing, training, and fine-tuning AI models responsibly, including state-of-the-art safety tooling for AI applications.

What is the purpose of Azure AI custom models?

Azure AI custom models allow developers to train a custom model unique to their domain and data, providing domain-specific, multitask, and multimodal outputs that are best in class as defined by benchmarks.

How does Azure AI support the development of responsible AI applications?

Azure AI supports responsible AI development through built-in safety tooling in Azure AI Studio, which includes features for detecting hallucinations, risk and safety monitoring, prompt shields, and custom categories for unique filters.

What is the role of Phi-3 Vision in multimodal applications?

Phi-3 Vision is a 4.2 billion parameter multimodal model with language and vision capabilities, designed to reason about real-world images, generate insights, and answer questions about images.