AI Show - Channel 9

Learn the basics of PyTorch such as what it is, how to build and deploy a model, its strong community and more. Jump To: [01:15] What makes PyTorch different from other frameworks?[02:31] What is PyTorch?[05:35] How does PyTorch deal with data?[10:35] Building a model with PyTorch[22:08] Deploying PyTorch models to production[29:09] PyTorch community and ecosystemLearn More: PyTorch TutorialsStart Local with PyTorchCreate a Free account (Azure)Deep Learning vs. Machine Learning Get Started with Machine LearningDon't miss new episodes, subscribe to the AI Show

ONNX Runtime is a high-performance inferencing and training engine for machine learning models. This show focuses on ONNX Runtime for model inference. ONNX Runtime has been widely adopted by a variety of Microsoft products including Bing, Office 365 and Azure Cognitive Services, achieving an average of 2.9x inference speedup. Now we are glad to introduce ONNX Runtime quantization and ONNX Runtime mobile for further accelerating model inference with even smaller model size and runtime size. ONNX Runtime keeps evolving not only for cloud-based inference but also for on-device inference. Jump To: [01:02] ONNX and ONNX Runtime overview[02:26] model operationalization with ONNX Runtime[04:04] ONNX Runtime adoption[05:07] ONNX Runtime INT8 quantization for model size reduction and inference speedup[09:46] Demo of ONNX Runtime INT8 quantization[16:00] ONNX Runtime mobile for runtime size reductionLearn More: ONNX RuntimeFaster and smaller quantized NLP with Hugging Face and ONNX RuntimeONNX Runtime for Mobile PlatformsONNX Runtime Inference on Azure Machine Learning Create a Free account (Azure)Deep Learning vs. Machine Learning Get Started with Machine LearningDon't miss new episodes, subscribe to the AI Show

Dictation in productivity apps such as Word empower people to conquer the blank page. Dictating is a fast and easy way to get your thoughts on the page during brainstorming, outlining, and authoring content. Office voice commanding is the next step to make dictation more powerful. Using AI powered by Microsoft Cognitive Services, Microsoft 365 users save time and effort with transcription and voice commanding. Office voice commanding is powered by Microsoft Cognitive services, including Cognitive Speech Studio and Language Understanding Cognitive Service. Learn More: More about voice commands on the Microsoft 365 BlogDictate your documents in Word Help ArticleLanguage Understanding (LUIS)Create a Free account (Azure)Deep Learning vs. Machine Learning Get Started with Machine LearningDon't miss new episodes, subscribe to the AI Show

When you think of "deep learning" you might think of teams of PhDs with petabytes of data and racks of supercomputers. But it turns out that a year of coding, high school math, a free GPU service, and a few dozen images is enough to create world-class models. fast.ai has made it their mission to make deep learning as accessible as possible, and in this interview fast.ai co-founder Jeremy Howard explains how to use their free software and courses to become an effective deep learning practitioner. Learn More: Welcome to FastAiPractice Deep Learning FastAiCreate a Free account (Azure)Deep Learning vs. Machine Learning Get Started with Machine LearningDon't miss new episodes, subscribe to the AI Show

We discuss reinforcement learning – an AI approach that is especially promising for training naturally behaving game characters with nuanced reactions to human players. Viewers learn about key concepts of reinforcement learning in the context of Project Malmo – which enables RL research in the game Minecraft, and Project Paidia – which aims specifically at creating game agents that learn to genuinely collaborate with human players. Jump To: [00:50] What is reinforcement learning [02:26] Project Malmo – Minecraft as a platform for AI research[05:00] Project Paidia: towards RL agents that learn to collaborate with human players[09:00] Project Paidia demo[11:00] Call to action -AI Innovation page (Project Paidia) + Azure ML notebooks Learn More: Project Paidia deep dive pageAzure notebooks – try this todayGame Intelligence researchCreate a Free account (Azure)Deep Learning vs. Machine Learning Get Started with Machine LearningDon't miss new episodes, subscribe to the AI Show