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Title: GitHub - microsoft/PhiCookBook: This is a Phi Family of SLMs book for getting started with Phi Models. Phi a family of open sourced AI models developed by Microsoft. Phi models are the most capable and cost-effective small language models (SLMs) available, outperforming models of the same size and next size up across a variety of language, reasoning, coding, and math benchmarks

Open Graph Title: GitHub - microsoft/PhiCookBook: This is a Phi Family of SLMs book for getting started with Phi Models. Phi a family of open sourced AI models developed by Microsoft. Phi models are the most capable and cost-effective small language models (SLMs) available, outperforming models of the same size and next size up across a variety of language, reasoning, coding, and math benchmarks

X Title: GitHub - microsoft/PhiCookBook: This is a Phi Family of SLMs book for getting started with Phi Models. Phi a family of open sourced AI models developed by Microsoft. Phi models are the most capable and cost-effective small language models (SLMs) available, outperforming models of the same size and next size up across a variety of language, reasoning, coding, and math benchmarks

Description: This is a Phi Family of SLMs book for getting started with Phi Models. Phi a family of open sourced AI models developed by Microsoft. Phi models are the most capable and cost-effective small language models (SLMs) available, outperforming models of the same size and next size up across a variety of language, reasoning, coding, and math benchmarks - microsoft/PhiCookBook

Open Graph Description: This is a Phi Family of SLMs book for getting started with Phi Models. Phi a family of open sourced AI models developed by Microsoft. Phi models are the most capable and cost-effective small langua...

X Description: This is a Phi Family of SLMs book for getting started with Phi Models. Phi a family of open sourced AI models developed by Microsoft. Phi models are the most capable and cost-effective small langua...

Opengraph URL: https://github.com/microsoft/PhiCookBook

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https://patch-diff.githubusercontent.com/microsoft/PhiCookBook#table-of-contents
Welcome to the Phi Familyhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/01/01.PhiFamily.md
Setting up your environmenthttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/01/01.EnvironmentSetup.md
Understanding Key Technologieshttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/01/01.Understandingtech.md
AI Safety for Phi Modelshttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/01/01.AISafety.md
Phi Hardware Supporthttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/01/01.Hardwaresupport.md
Phi Models & Availability across platformshttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/01/01.Edgeandcloud.md
Using Guidance-ai and Phihttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/01/01.Guidance.md
GitHub Marketplace Modelshttps://github.com/marketplace/models
Azure AI Model Cataloghttps://ai.azure.com
Hugging facehttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/02/01.HF.md
GitHub Modelshttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/02/02.GitHubModel.md
Azure AI Foundry Model Cataloghttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/02/03.AzureAIFoundry.md
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Foundry Localhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/02/07.FoundryLocal.md
Inference Phi in iOShttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/03/iOS_Inference.md
Inference Phi in Androidhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/03/Android_Inference.md
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Inference Phi with Apple MLX Frameworkhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/03/MLX_Inference.md
Inference Phi in Local Serverhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/03/Local_Server_Inference.md
Inference Phi in Remote Server using AI Toolkithttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/03/Remote_Interence.md
Inference Phi with Rusthttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/03/Rust_Inference.md
Inference Phi--Vision in Localhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/03/Vision_Inference.md
Inference Phi with Kaito AKS, Azure Containers(official support)https://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/03/Kaito_Inference.md
Quantifying Phi Familyhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/04/QuantifyingPhi.md
Quantizing Phi-3.5 / 4 using llama.cpphttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/04/UsingLlamacppQuantifyingPhi.md
Quantizing Phi-3.5 / 4 using Generative AI extensions for onnxruntimehttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/04/UsingORTGenAIQuantifyingPhi.md
Quantizing Phi-3.5 / 4 using Intel OpenVINOhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/04/UsingIntelOpenVINOQuantifyingPhi.md
Quantizing Phi-3.5 / 4 using Apple MLX Frameworkhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/04/UsingAppleMLXQuantifyingPhi.md
Response AIhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/05/ResponsibleAI.md
Azure AI Foundry for Evaluationhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/05/AIFoundry.md
Using Promptflow for Evaluationhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/01.Introduction/05/Promptflow.md
How to use Phi-4-mini and Phi-4-multimodal(RAG) with Azure AI Searchhttps://github.com/microsoft/PhiCookBook/blob/main/code/06.E2E/E2E_Phi-4-RAG-Azure-AI-Search.ipynb
Chat With Phi-4-mini ONNX Modelhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/01.TextAndChat/Phi4/ChatWithPhi4ONNX/README.md
Chat with Phi-4 local ONNX Model .NEThttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/04.HOL/dotnet/src/LabsPhi4-Chat-01OnnxRuntime
Chat .NET Console App with Phi-4 ONNX using Sementic Kernelhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/04.HOL/dotnet/src/LabsPhi4-Chat-02SK
Local Chatbot in the browser using Phi3, ONNX Runtime Web and WebGPUhttps://github.com/microsoft/onnxruntime-inference-examples/tree/main/js/chat
OpenVino Chathttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/01.TextAndChat/Phi3/E2E_OpenVino_Chat.md
Multi Model - Interactive Phi-3-mini and OpenAI Whisperhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/01.TextAndChat/Phi3/E2E_Phi-3-mini_with_whisper.md
MLFlow - Building a wrapper and using Phi-3 with MLFlowhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/01.TextAndChat/Phi3/E2E_Phi-3-MLflow.md
Model Optimization - How to optimize Phi-3-min model for ONNX Runtime Web with Olivehttps://github.com/microsoft/Olive/tree/main/examples/phi3
WinUI3 App with Phi-3 mini-4k-instruct-onnxhttps://github.com/microsoft/Phi3-Chat-WinUI3-Sample/
WinUI3 Multi Model AI Powered Notes App Samplehttps://github.com/microsoft/ai-powered-notes-winui3-sample
Fine-tune and Integrate custom Phi-3 models with Prompt flowhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/01.TextAndChat/Phi3/E2E_Phi-3-FineTuning_PromptFlow_Integration.md
Fine-tune and Integrate custom Phi-3 models with Prompt flow in Azure AI Foundryhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/01.TextAndChat/Phi3/E2E_Phi-3-FineTuning_PromptFlow_Integration_AIFoundry.md
Evaluate the Fine-tuned Phi-3 / Phi-3.5 Model in Azure AI Foundry Focusing on Microsoft's Responsible AI Principleshttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/01.TextAndChat/Phi3/E2E_Phi-3-Evaluation_AIFoundry.md
Phi-3.5-mini-instruct language prediction sample (Chinese/English)https://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/01.TextAndChat/Phi3/phi3-instruct-demo.ipynb
Phi-3.5-Instruct WebGPU RAG Chatbothttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/01.TextAndChat/Phi3/WebGPUWithPhi35Readme.md
Using Windows GPU to create Prompt flow solution with Phi-3.5-Instruct ONNXhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/01.TextAndChat/Phi3/UsingPromptFlowWithONNX.md
Using Microsoft Phi-3.5 tflite to create Android apphttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/01.TextAndChat/Phi3/UsingPhi35TFLiteCreateAndroidApp.md
Q&A .NET Example using local ONNX Phi-3 model using the Microsoft.ML.OnnxRuntimehttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/04.HOL/dotnet/src/LabsPhi301
Console chat .NET app with Semantic Kernel and Phi-3https://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/04.HOL/dotnet/src/LabsPhi302
Generate project code using Phi-4-multimodalhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/02.Code/Phi4/GenProjectCode/README.md
Build your own Visual Studio Code GitHub Copilot Chat with Microsoft Phi-3 Familyhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/02.Code/Phi3/VSCodeExt/README.md
Create your own Visual Studio Code Chat Copilot Agent with Phi-3.5 by GitHub Modelshttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/02.Code/Phi3/CreateVSCodeChatAgentWithGitHubModels.md
Phi-4-mini-reasoning or Phi-4-reasoning Sampleshttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/03.AdvancedReasoning/Phi4/AdvancedResoningPhi4mini/README.md
Fine-tuning Phi-4-mini-reasoning with Microsoft Olivehttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/03.AdvancedReasoning/Phi4/AdvancedResoningPhi4mini/olive_ft_phi_4_reasoning_with_medicaldata.ipynb
Fine-tuning Phi-4-mini-reasoning with Apple MLXhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/03.AdvancedReasoning/Phi4/AdvancedResoningPhi4mini/mlx_ft_phi_4_reasoning_with_medicaldata.ipynb
Phi-4-mini-reasoning with GitHub Modelshttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/02.Code/Phi4r/github_models_inference.ipynb
Phi-4-mini-reasoning with Azure AI Foundry Modelshttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/02.Code/Phi4r/azure_models_inference.ipynb
Phi-4-mini demos hosted on Hugging Face Spaceshttps://huggingface.co/spaces/microsoft/phi-4-mini?WT.mc_id=aiml-137032-kinfeylo
Phi-4-multimodal demos hosted on Hugginge Face Spaceshttps://huggingface.co/spaces/microsoft/phi-4-multimodal?WT.mc_id=aiml-137032-kinfeylo
Use Phi-4-multimodal to read images and generate codehttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/04.Vision/Phi4/CreateFrontend/README.md
Phi-3-vision-Image text to texthttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/04.Vision/Phi3/E2E_Phi-3-vision-image-text-to-text-online-endpoint.ipynb
Phi-3-vision-ONNXhttps://onnxruntime.ai/docs/genai/tutorials/phi3-v.html
Phi-3-vision CLIP Embeddinghttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/04.Vision/Phi3/E2E_Phi-3-vision-image-text-to-text-online-endpoint.ipynb
DEMO: Phi-3 Recyclinghttps://github.com/jennifermarsman/PhiRecycling/
Phi-3-vision - Visual language assistant - with Phi3-Vision and OpenVINOhttps://docs.openvino.ai/nightly/notebooks/phi-3-vision-with-output.html
Phi-3 Vision Nvidia NIMhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/04.Vision/Phi3/E2E_Nvidia_NIM_Vision.md
Phi-3 Vision OpenVinohttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/04.Vision/Phi3/E2E_OpenVino_Phi3Vision.md
Phi-3.5 Vision multi-frame or multi-image samplehttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/04.Vision/Phi3/phi3-vision-demo.ipynb
Phi-3 Vision Local ONNX Model using the Microsoft.ML.OnnxRuntime .NEThttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/04.HOL/dotnet/src/LabsPhi303
Menu based Phi-3 Vision Local ONNX Model using the Microsoft.ML.OnnxRuntime .NEThttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/04.HOL/dotnet/src/LabsPhi304
Math Demo with Phi-4-Mini-Flash-Reasoning-Instructhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/09.Math/MathDemo.ipynb
Extracting audio transcripts using Phi-4-multimodalhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/05.Audio/Phi4/Transciption/README.md
Phi-4-multimodal Audio Samplehttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/05.Audio/Phi4/Siri/demo.ipynb
Phi-4-multimodal Speech Translation Samplehttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/05.Audio/Phi4/Translate/demo.ipynb
.NET console application using Phi-4-multimodal Audio to analyze an audio file and generate transcripthttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/04.HOL/dotnet/src/LabsPhi4-MultiModal-02Audio
Phi-3.5 Mixture of Experts Models (MoEs) Social Media Samplehttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/06.MoE/Phi3/phi3_moe_demo.ipynb
Building a Retrieval-Augmented Generation (RAG) Pipeline with NVIDIA NIM Phi-3 MOE, Azure AI Search, and LlamaIndexhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/06.MoE/Phi3/azure-ai-search-nvidia-rag.ipynb
Using Function Calling With Phi-4-minihttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/07.FunctionCalling/Phi4/FunctionCallingBasic/README.md
Using Function Calling to create multi-agents With Phi-4-minihttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/07.FunctionCalling/Phi4/Multiagents/Phi_4_mini_multiagent.ipynb
Using Function Calling with Ollamahttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/07.FunctionCalling/Phi4/Ollama/ollama_functioncalling.ipynb
Using Function Calling with ONNXhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/07.FunctionCalling/Phi4/ONNX/onnx_parallel_functioncalling.ipynb
Using Phi-4-multimodal as a Technology journalisthttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/02.Application/08.Multimodel/Phi4/TechJournalist/phi_4_mm_audio_text_publish_news.ipynb
.NET console application using Phi-4-multimodal to analyze imageshttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/04.HOL/dotnet/src/LabsPhi4-MultiModal-01Images
Fine-tuning Scenarioshttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/FineTuning_Scenarios.md
Fine-tuning vs RAGhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/FineTuning_vs_RAG.md
Fine-tuning Let Phi-3 become an industry experthttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/LetPhi3gotoIndustriy.md
Fine-tuning Phi-3 with AI Toolkit for VS Codehttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/Finetuning_VSCodeaitoolkit.md
Fine-tuning Phi-3 with Azure Machine Learning Servicehttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/Introduce_AzureML.md
Fine-tuning Phi-3 with Lorahttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/FineTuning_Lora.md
Fine-tuning Phi-3 with QLorahttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/FineTuning_Qlora.md
Fine-tuning Phi-3 with Azure AI Foundryhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/FineTuning_AIFoundry.md
Fine-tuning Phi-3 with Azure ML CLI/SDKhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/FineTuning_MLSDK.md
Fine-tuning with Microsoft Olivehttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/FineTuning_MicrosoftOlive.md
Fine-tuning with Microsoft Olive Hands-On Labhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/olive-lab/readme.md
Fine-tuning Phi-3-vision with Weights and Biashttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/FineTuning_Phi-3-visionWandB.md
Fine-tuning Phi-3 with Apple MLX Frameworkhttps://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/FineTuning_MLX.md
Fine-tuning Phi-3-vision (official support)https://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/FineTuning_Vision.md
Fine-Tuning Phi-3 with Kaito AKS , Azure Containers(official Support)https://patch-diff.githubusercontent.com/microsoft/PhiCookBook/blob/main/md/03.FineTuning/FineTuning_Kaito.md
Fine-Tuning Phi-3 and 3.5 Visionhttps://github.com/2U1/Phi3-Vision-Finetune
Exploring cutting-edge models: LLMs, SLMs, local development and morehttps://github.com/microsoft/aitour-exploring-cutting-edge-models
Unlocking NLP Potential: Fine-Tuning with Microsoft Olivehttps://github.com/azure/Ignite_FineTuning_workshop
Textbooks Are All You Need II: phi-1.5 technical reporthttps://arxiv.org/abs/2309.05463
Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phonehttps://arxiv.org/abs/2404.14219
Phi-4 Technical Reporthttps://arxiv.org/abs/2412.08905
Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAshttps://arxiv.org/abs/2503.01743
Optimizing Small Language Models for In-Vehicle Function-Callinghttps://arxiv.org/abs/2501.02342
(WhyPHI) Fine-Tuning PHI-3 for Multiple-Choice Question Answering: Methodology, Results, and Challengeshttps://arxiv.org/abs/2501.01588
Phi-4-reasoning Technical Reporthttps://www.microsoft.com/en-us/research/wp-content/uploads/2025/04/phi_4_reasoning.pdf
Phi-4-mini-reasoning Technical Reporthttps://huggingface.co/microsoft/Phi-4-mini-reasoning/blob/main/Phi-4-Mini-Reasoning.pdf
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