Arpit Aggarwal's repositories

robot_target_tracking

Research Project on Multi-robot Target Tracking via Deep Reinforcement Learning

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spp_net_image_classification

CNN Architectures(with and without SPP Layer) for Image Classification task

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cnn_architectures_image_classification

Different CNN Architectures for Image Classification task

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cnn_architectures_image_segmentation

Different CNN Architectures for Medical Image Segmentation task

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dilated_residual_networks

Implementation of Dilated Residual Networks for Image Classification task

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slic_superpixels_image_segmentation

SLIC Algorithm for Superpixel generation.

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adversarial_attacks_neural_networks

Label Smoothing and Adversarial Robustness

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collatil_biomarker_gyn

Computational pathology tool to quantitatively characterize the immune-collagen relationship in gynecological cancers. The tool enables the prognostic stratification of patients and provides insights into the biology of the tumor microenvironment.

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til_biomarker_ovarian_cancer

TIL Biomarker Ovarian Cancer

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vit_image_qc

Vision Transformer(ViT) for Image Quality Control of Cell-Painting Datasets

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arma_networks_image_segmentation

Application of ARMA Networks on Image Segmentation task

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identify_macrophages_ihc

TAM-density biomarker using co-registered H&E and CD163 IHC-stained images

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app_deep_learning

T81-558: PyTorch - Applications of Deep Neural Networks @Washington University in St. Louis

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arma_networks_adversarial_robustness

Adversarial Robustness of ARMA Networks on CIFAR-10 dataset

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collagen_biomarker_ovarian_cancer

Collagen Biomarker for Ovarian Cancer

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d2l-en

Interactive deep learning book with code, math, and discussions. Available in multi-frameworks. Adopted at 175 universities.

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data_centric_ai

Deeplearning.AI Data-Centric AI Competition

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dilated_vgg_networks

Implementation of Dilated VGG Networks for Image Classification task

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From-0-to-Research-Scientist-resources-guide

Detailed and tailored guide for undergraduate students or anybody want to dig deep into the field of AI with solid foundation.

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gans_mnist

Deeplearning.ai GANs course, C1W1

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Module-0

Module 0 - Fundamentals

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Module-1

Module 1 - Autodifferentiation

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Module-2

Module 2 - Tensors

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mri_superesolution

MRI Superresolution

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Pathomics_Collagen

Code for extracting collagen features on H&E images

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pytorch-lightning

The lightweight PyTorch wrapper for high-performance AI research. Scale your models, not the boilerplate.

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PyTorch-Pretrained-ViT

Vision Transformer (ViT) in PyTorch

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triq

TRIQ implementation

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vision_transformer_image_classification

Vision Transformer for Image Classification task

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