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birajaghoshal's Projects

noisy_label icon noisy_label

Code for the CVPR15 paper "Learning from Massive Noisy Labeled Data for Image Classification"

nonconformist icon nonconformist

Python implementation of the conformal prediction framework.

notes icon notes

Resources to learn more about Machine Learning and Artificial Intelligence

nuclei-detection icon nuclei-detection

Different segmentation architecture for nuclei detection. Created Ensemble variant using SegNet and U-Net

odin-pytorch icon odin-pytorch

Principled Detection of Out-of-Distribution Examples in Neural Networks

organsegc2f icon organsegc2f

A coarse-to-fine framework for organ segmentation from abdominal CT scan

organsegrstn icon organsegrstn

An end-to-end coarse-to-fine framework for organ segmentation

pan-cancer-profiling icon pan-cancer-profiling

This repository contains the code to reproduce our exploratory analysis of a pan-cancer plasma proteomics dataset, including differential expression analysis and disease classification (https://doi.org/10.1038/s41467-023-39765-y). The data can be explored in the Human Protein Atlas: www.proteinatlas.org/humanproteome/disease.

pancancer icon pancancer

Building classifiers using cancer transcriptomes across 33 different cancer-types

papers-2 icon papers-2

Summaries of papers on machine learning, computer vision, autonomous robots etc.

petctomics icon petctomics

Perform radiomics-oriented learning using PET, CT, or MRI images

plan-net icon plan-net

An Ensemble of Bayesian Neural Networks for Exoplanetary Atmospheric Retrieval

poison-mushrooms icon poison-mushrooms

A cost-sensitive neural network analysis for detecting edible vs poisonous mushrooms.

posterior-sampling-uq icon posterior-sampling-uq

posterior sampling (from the paper "deep bayesian inversion") for MRI uncertainty quantification and reconstruction

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