~/talks

Alan Smith

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AI Agents In-Depth – Function Calling, MCP and Tool Use Under the HoodNDC Copenhagen 20262026-06-01
Shows how GPT-4o function calling and SDKs (OpenAI Foundry, LangChain, Semantic Kernel, Agent Framework) actually drive tool selection, not tool execution, and…
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Drop the Bass with Embedding and Vectors in Azure AI SearchNDC London 20262026-01-26
Live demos show Azure AI Search doing text, image, face and music vector search by indexing embeddings rather than keywords: uses Azure AI Search, ResNet-18 +…
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Drop the Bass with Embedding and Vectors in Azure AI SearchNDC AI 20252025-11-11
Demo shows building real vector search pipelines: ResNet18 image embeddings feed Azure AI Search indexes with 12,300 dog vectors and a 280,000-image auction…
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Inside GPT – Large Language Models DemystifiedNDC AI 20252025-11-11
Downloads include Jupyter notebooks and a zip that run GPT2 from scratch (about 126M parameters, 12 layers, 12 heads, 768-d embeddings) so you can step through…
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Drop the Bass with Embedding and Vectors in Azure AI SearchNDC Copenhagen 20252025-09-08
Demos show embedding pipelines that actually run: ResNet18 with PyTorch for image features, VGGish embeddings for audio, Annoy and Azure AI Search for…
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GPT-4 vs Starcraft II – Strategic Decision Making using Large Language ModelsAI-fokus 20252025-06-10
Demo shows GPT-4 controlling StarCraft II through a Python API, producing 20-step build orders and switching between defend or attack strategies, with attack…
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GPT-4 vs Starcraft II – Strategic Decision Making using Large Language ModelsNDC Oslo 20252025-05-19
Uses GPT-4 via Azure OpenAI to read a numeric StarCraft II game state (time, supply, resources, units, structures) and return a one‑paragraph strategy plus a…
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Inside GPT – The Maths Behind the MagicGOTO Copenhagen 20242024-09-30
Walkthrough of architecture and hands‑on results explains tokenization, sampling and RAG with concrete numbers: GPT2 locally (≈128M parameters) runs demos that…
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Inside GPT – Large Language Models DemystifiedGOTO Amsterdam 20242024-06-10
Shows GPT-2 on a laptop using Hugging Face + PyTorch to step through tokenization, embedding lookups and the 1x5x768 input tensor; demonstrates the 50k‑token…
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Inside GPT – Large Language Models DemystifiedNDC Oslo 20242024-06-10
Demonstrates that a language model is literally a next‑token predictor and shows a runnable demo: a GPT-2 on PyTorch chat bot delivered from a laptop using…
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5 Levels of AI in Microsoft AzureCloudBurst 20222022-10-27
Practical walkthrough of Azure tools with measured results: Azure Video Indexer produces transcripts, translations and celebrity tags; Custom Vision trains…
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Graph of Thrones, Azure Cosmos DB vs. The Seven KingdomsAzure Cosmos DB Conf 20222022-04-19
Uses Azure Cosmos DB's Gremlin API to model Game of Thrones: screen-scrapes the wiki into a ~9,500-line JSON, imports via a console app into a graph with 872…
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Graph of Thrones, Azure Cosmos DB vs. The Seven Kingdoms - Alan SmithAzure Cosmos DB Conf 20222022-04-19
Built a Game of Thrones graph by screen-scraping the Wiki into a 9,500-line JSON, loading it with a console app into Azure Cosmos DB Graph API (Gremlin) using…
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Data Sonification: Making Music from the yield curveStrata Data Conference 2019 - New York, NY2019-09-23
Argues that mapping the 40‑year animated yield curve to sound reveals patterns pixels miss, using an exported data stream into a hardware music synthesizer…
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