~/talk

Use AI for "real things" in your Windows Apps

Talkat Microsoft Build 2024 · 2024-05-21..05-23· [machine-learning, web-platform]
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slides:none on file

A working Windows note app adds images, audio and video with on-device OCR using the Windows text recognizer, local transcription via Whisper small.onnx converted with Olive conversion, and ONNX Runtime inference on GPU via DirectML. It indexes content as 384-d embeddings and uses cosine similarity for semantic search, then feeds retrieved passages to a small local language model using ONNX Runtime Generative AI for summarization, autocomplete and RAG-style answers. Demos run offline, show token-by-token streaming, fine-tuning via the Toolkit for VS Code, and integrations like Recall and Windows Studio Effects.

AI-written summary · about

  1. 0:00AI in Windows apps
  2. 3:10AI note-taking app
  3. 5:40Run AI models locally
  4. 7:32OCR API demo
  5. 11:44Transcribe audio with Whisper
  6. 18:13Semantic search with embeddings
  7. 24:19Small LMs for summarization
  8. 30:27RAG for generation
  9. 34:39Fine-tuning models
  10. 37:28Responsible AI & closing
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