quantization

Boost 2-Bit LLM Accuracy with EoRA

is one among the important thing techniques for reducing the memory footprint of huge language models (LLMs). It really works by converting the information variety of model parameters from higher-precision formats comparable to...

Model Compression: Make Your Machine Learning Models Lighter and Faster

Whether you’re preparing for interviews or constructing Machine Learning systems at your job, model compression has grow to be vital skill. Within the era of LLMs, where models are getting larger and bigger, the...

Microsoft’s Inference Framework Brings 1-Bit Large Language Models to Local Devices

On October 17, 2024, Microsoft announced BitNet.cpp, an inference framework designed to run 1-bit quantized Large Language Models (LLMs). BitNet.cpp is a big progress in Gen AI, enabling the deployment of 1-bit LLMs efficiently...

GGUF Quantization with Imatrix and K-Quantization to Run LLMs on Your CPU

Fast and accurate GGUF models on your CPUGGUF is a binary file format designed for efficient storage and fast large language model (LLM) loading with GGML, a C-based tensor library for machine learning.GGUF encapsulates...

Boosting PyTorch Inference on CPU: From Post-Training Quantization to Multithreading Problem Statement: Deep Learning Inference under Limited Time and Computation Constraints Approaching Deep Learning Inference on...

For an in-depth explanation of post-training quantization and a comparison of ONNX Runtime and OpenVINO, I like to recommend this text:This section will specifically have a look at two popular techniques of post-training quantization:ONNX...

Boosting PyTorch Inference on CPU: From Post-Training Quantization to Multithreading Problem Statement: Deep Learning Inference under Limited Time and Computation Constraints Approaching Deep Learning Inference on...

For an in-depth explanation of post-training quantization and a comparison of ONNX Runtime and OpenVINO, I like to recommend this text:This section will specifically have a look at two popular techniques of post-training quantization:ONNX...

How YOLO-NAS is Leaving YOLOv8 within the Dust — And Why You Must Know About It! The Advanced Training Scheme: Like an ’80s Training Montage...

Ritz here. You understand, I’ve been across the block a time or two in terms of working with object detection models. So once I heard about this hot latest thing called YOLO-NAS, I knew...

Generative AI uploaded to mobile… Qualcomm transplants ‘stable diffusion’ to mobile chips

Image-generating artificial intelligence (AI) has come into the palm of your hand. Image-generating AI, which has recently gained sensational popularity all over the world, can now be easily run on mobile phones. Qualcomm announced...

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