AntonotnaWang/Standford_CS106A_assignments

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AntonotnaWang/Standford_CS106A_assignments

AntonotnaWang

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Code implementation of the assignments of Standford CS106A using IntelliJ IDEA.

Mesh_simplification_python

An implementation of mesh simplification algorithm using python

NaviAirway

NaviAirway: a Bronchiole-sensitive Deep Learning-based Airway Segmentation Pipeline

Jupyter Notebook

HINT

[CVPR 2022] HINT: Hierarchical Neuron Concept Explainer

Jupyter Notebook

imagenet_and_pytorch_pretrained_model_id_mapping

Showing the relationship between ImageNet ID and labels and pytorch pre-trained model output ID and labels

Jupyter Notebook

3DCellSeg

Official implementation of "A novel deep learning-based 3D cell segmentation framework for future image-based disease detection". (However, I think the title should be "3DCellSeg - a robust deep learning-based 3D cell instance segmentation pipeline".)

Jupyter Notebook

MyDBSCAN

Implementing DBSCAN using numpy and pytorch

GrabCut-python

Implementing GrabCut using python

CellCounter

A machinelearning-based automated cell counting tool requiring only one image for training

algo-trading-dc-public

Algo trading using Directional Change.

Video-Moment-Retrieval-Papers

Summary of the papers related to video moment retrieval / video grounding / video moment localization ...

Spatial-Activation-Concept-Vector

[CVPR XAI4CV 2022] Exploring Concept Contribution Spatially: Hidden Layer Interpretation with Spatial Activation Concept Vector

Jupyter Notebook

TCAV-pytorch

A simple TCAV implementation using pytorch.

Jupyter Notebook

saliency_maps

Pytorch implementation of some saliency map methods for XAI.

Jupyter Notebook

Ultrasound-SVD-component-explanation

A tool to show the responsible region of each SVD component on ultrasound images.

3D-image-visualization-and-interaction

3D image visualization and interaction using python matplotlib

Jupyter Notebook

UCB_CS61B

Some codes while learning the lesson from https://joshhug.gitbooks.io/hug61b/content/

binance-public-data-download

python script to download binance public data from https://data.binance.vision/

Create_Azure_VM_and_some_configurations

A tutorial to teach you how to create an Azure VM for deep learning, mount the hard drivers, install NVIDIA GPU driver and CUDA and CUDNN, and create user accounts.

AMAZING_XAI

Top conference papers & top journal papers on Explainable/Interpretable AI (XAI)