Python 13 C++ 12 Swift 2 C 2 LLVM 1

🛠️ **Implementation Resources & Tools** 42 🌐 **Edge Deployment Frameworks** 31 📚 **Research Papers & Academic Resources** 29 🔧 **Model Compression & Optimization** 24 🔥 **SOTA Models & Algorithms (2024-2025)** 22 ⚙️ **Compilers & Low-Level Frameworks** 15 🚀 **Inference Frameworks & Runtimes** 11 🎯 **TinyML & MCU-specific Advances** 10 🤖 **Small Language Models (SLMs) for Edge** 9 ⚡ **State Space Models - Efficient Transformers** 8 🚀 **Quick Start & Development** 7 🎓 **Contributing & Community** 7 🧠 **Computing Architectures & APIs** 7 🔩 **Hardware Acceleration & Platforms** 6 🔧 **Utility Frameworks & Tools** 6 🖼️ **Additional Model Architectures** 5 💼 **Industry & Commercial Solutions** 3

📖 **Foundational Surveys (2024-2025)** 31 🎯 **YOLO Implementations** 20 🍎 **CoreML** - Apple 18 📱 **Efficient Vision Models for Edge** 14 🔷 **ONNX Runtime** 13 🎓 **Knowledge Distillation & Pruning** 12 🔬 **EtinyNet** 11 📉 **Advanced Quantization Techniques** 8 🎯 **Object Detection Models** 7 🧠 **MCUNet Series** - MIT HAN Lab 6 📱 **NCNN** - Tencent 6 🎓 **Community** 5 ⚡ **TensorRT** 5 💻 **llama.cpp** 5 📱 **eMamba** 4 📉 **ONNX Runtime Quantization** 4 🔬 **TinyDL (Tiny Deep Learning)** 4 🖥️ **Edge AI Platforms** 4 🐍 **Mamba** 4 🔬 **Neural Architecture Search (NAS)** 3 👁️ **OpenCV** 3 🎬 **VQRF** - Video Compression 3 🔷 **ARM-NN** 3 🚀 **Deeplite** 3 📷 **MobileVLM** 3 💎 **DeepSparse & SparseML** - Neural Magic 3 📊 **Repository Stats** 3 🎯 **Features** 3 ⚡ **TensorRT-LLM** 3 📱 **Samsung ONE** 3 🦙 **Meta Llama 3.2** 2 🧠 **Microsoft Phi-3** 2 🎯 **PP-PicoDet** 2 🔧 **MACE** - Xiaomi 2 📱 **Mobile Deployment Targets** 2 🔧 **TVM** - Apache 2 🦙 **ExecuTorch** 2 🚀 **FastDeploy** - PaddlePaddle 2 📄 **vLLM** 2 🧠 **CMSIS-NN** 2 🔨 **LLVM** 2 ⚡ **XNNPack** - Google 2 📦 **Installation** 1 🌟 **Google Gemini Nano** 1 🦙 **TinyLlama** 1 🛠️ **Development Setup** 1

machine-learning 9 deep-learning 8 onnx 5 neural-network 5 ios 5 coreml 4 computer-vision 3 pytorch 3 object-detection 3 tensorrt 3 inference 3 swift 3 ai 3 yolov8 3 coremltools 3 coreml-framework 3 vulkan 2 yolov5 2 performance 2 opencl 2 jetson 2 neural-networks 2 compiler 2 simd 2 android 2 model 2 ios11 2 cpp 2 onnxruntime 2 coreml-models 2 stable-diffusion 2 core-ml 2 caffe 2 awesome-list 2 awesome 2 ncnn 1 mxnet 1 riscv 1 tensorflow 1 ai-art 1 diffusion 1 gradio 1 image-generation 1 image2image 1 img2img 1 text2image 1 apple 1 caffemodel 1 coreml-model 1 curated-list 1