quantization-algorithm

Biancoir is website that provide color extraction from an image with quantization algorithm.

[COLM 2025] DFRot: Achieving Outlier-Free and Massive Activation-Free for Rotated LLMs with Refined Rotation; 知乎：https://zhuanlan.zhihu.com/p/12186430182

Quantizing and packing training checkpoints to shrink disk usage

Weight quantization

This Full-Stack Application (React and Springboot) was developed with the purpose of allowing a user to choose, run and compare the results of any 2 of our algorithms from our list of completed Tree Compression Algorithms that we have explored and implemented, comparing factors such as time taken and compressed image size and quality.

LLM Quantization Gallery source data

A machine learning project utilizing a 1D CNN to simultaneously locate up to three acoustic sources. Features advanced signal processing techniques like Permutation Invariant Training (PIT) to stabilize learning, alongside a detailed analysis of how sampling rates and volume affect accuracy.

Practical experiments applying modern geometry, topology, algebra, probability and optimization to improve RAG, retrieval, fine-tuning and LLM inference.

This Full-Stack Application (React and Springboot) was developed with the purpose of allowing a user to choose, run and compare the results of any 2 of our algorithms from our list of completed Tree Compression Algorithms that we have explored and implemented, comparing factors such as time taken and compressed image size and quality.

High-performance LLM compression engine using SVD matrix decomposition, INT8 quantization, and output caching training acceleration.

Deep Learning Tracker to track the trajectory of the selected object. Text of undergraduate work.

Deep Learning Tracker to track the trajectory of the selected object. Undergraduate work.

Master-Thesis Project: Region-based Quantization using global Silhouette

Extract color pallet from any part of an image