Rebecca Li's repositories
PatternRecognition_Matlab
Feature reduction projections and classifier models are learned by training dataset and applied to classify testing dataset. A few approaches of feature reduction have been compared in this paper: principle component analysis (PCA), linear discriminant analysis (LDA) and their kernel methods (KPCA,KLDA). Correspondingly, a few approaches of classification algorithm are implemented: Support Vector Machine (SVM), Gaussian Quadratic Maximum Likelihood and K-nearest neighbors (KNN) and Gaussian Mixture Model(GMM).
GrokkingCodeInterview
Educative.io/Grokking the Coding Interview: Patterns for Coding Questions
Artificial-intelligent
In the Pick-up and Drop-off (PD) World, our goal is to design a route from the agent so that it could use the least steps to send all the blocks to drop-off cells. To solve reinforcement learning problems, we use a statistical approach and dynamic programming, especially Q-learning, to estimate the utility of taking actions in the states of the world. The given system setup is run for 6 different experiments that use different learning rates and policies.
DeepEraser
Deep Eraser
maskscoring_rcnn
Codes for paper "Mask Scoring R-CNN".
xiaoyang-rebecca.github.io
http://xiaoyang-rebecca.github.io
albumentations
Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
AugLy
A data augmentations library for audio, image, text, and video.
Basic-Mathematics-for-Machine-Learning
The motive behind Creating this repo is to feel the fear of mathematics and do what ever you want to do in Machine Learning , Deep Learning and other fields of AI
detectron2
Detectron2 is FAIR's next-generation platform for object detection, segmentation and other visual recognition tasks.
detectron2-helpers
Helpers for detectron2
Folder-Structure-Conventions
Folder / directory structure options and naming conventions for software projects
gangealing
Official PyTorch Implementation of GAN-Supervised Dense Visual Alignment (CVPR 2022 Oral, Best Paper Finalist)
HousePricing_R
Use R to predict the house price by Linear Regression
imgaug-doc
Code and assets to generate the documentation of imgaug
lazypredict
Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning
maskrcnn-benchmark
Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch.
mmsegmentation
OpenMMLab Semantic Segmentation Toolbox and Benchmark.
myst-parser.example-project
An self contained example project for testing and development of myst syntax using myst-parser
NeighborhoodAnalysis
Analyze th spatial relationship of neighbor cell environment of neurons and various glia cells
PixelTranslator
We use cGAN to fillin the synthetic colors on gray images of border/vein. And evaluated the reconstruction accuracy by leaf types classification using Alexnet CNN Protopytpe of generate fake image from hand-drawn vein has also been proposed.
pymdown-extensions
Extensions for Python Markdown
pytorch-CycleGAN-and-pix2pix
Image-to-Image Translation in PyTorch
readthedocs.org
The source code that powers readthedocs.org
skimage-tutorials
skimage-tutorials: a collection of tutorials for the scikit-image package.
smop
Small Matlab to Python compiler
starter-repo
Documentation templates for use in open source and open development projects
XiaohuLuVPDetection
This is a Python + OpenCV implementation of the Vanishing Point algorithm by Xiaohu Lu et al. - http://xiaohulugo.github.io/papers/Vanishing_Point_Detection_WACV2017.pdf