Alessandro Guida (alessando-guida)

alessando-guida

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Location:Italy

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Alessandro Guida's starred repositories

Transformers-Tutorials

This repository contains demos I made with the Transformers library by HuggingFace.

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imbalanced-dataset-sampler

A (PyTorch) imbalanced dataset sampler for oversampling low frequent classes and undersampling high frequent ones.

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mil_pytorch

Multiple instance learning model implemented in pytorch

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DragGAN

Official Code for DragGAN (SIGGRAPH 2023)

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samm

A 3D Slicer integration to Meta's SAM.

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MedSAM

Segment Anything in Medical Images

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Segment-and-Track-Anything

An open-source project dedicated to tracking and segmenting any objects in videos, either automatically or interactively. The primary algorithms utilized include the Segment Anything Model (SAM) for key-frame segmentation and Associating Objects with Transformers (AOT) for efficient tracking and propagation purposes.

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segment-anything-finetuner

Simple Finetuning Starter Code for Segment Anything

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segment-anything

The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.

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PROSTATEx_masks

Lesion and prostate masks for the PROSTATEx training dataset, after a lesion-by-lesion quality check.

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picoGPT

An unnecessarily tiny implementation of GPT-2 in NumPy.

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dmls-book

Summaries and resources for Designing Machine Learning Systems book (Chip Huyen, O'Reilly 2022)

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stylegan2-ada-pytorch-multiclass-labels

stylegan2-ada-pytorch-multiclass-labels

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stylegan2-ada

StyleGAN2 with adaptive discriminator augmentation (ADA) - Official TensorFlow implementation

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Image-Super-Resolution-via-Iterative-Refinement

Unofficial implementation of Image Super-Resolution via Iterative Refinement by Pytorch

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renovo

Clinical machine-learning based interpreter of germline mutations.

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ttach

Image Test Time Augmentation with PyTorch!

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code-server

VS Code in the browser

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PerceptualSimilarity

LPIPS metric. pip install lpips

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Jalali-Lab-Implementation-of-RAISR

Implementation of RAISR (Rapid and Accurate Image Super Resolution) algorithm in Python 3.x by Jalali Laboratory at UCLA. The implementation presented here achieved performance results that are comparable to that presented in Google's research paper (with less than ± 0.1 dB in PSNR). Just-in-time (JIT) compilation employing JIT numba is used to speed up the Python code. A very parallelized Python code employing multi-processing capabilities is used to speed up the testing process. The code has been tested on GNU/Linux and Mac OS X 10.13.2 platforms.

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fastMRI

A large-scale dataset of both raw MRI measurements and clinical MRI images.

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ssh-proxy

🐳 Dockerized SSH bastion to proxy SSH connections to arbitrary containers.

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TecoGAN

This repo contains source code and materials for the TEmporally COherent GAN SIGGRAPH project.

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best-of-ml-python

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

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SigMA

Mutational signature analysis for low statistics SNV data

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statrethinking_winter2019

Statistical Rethinking course at MPI-EVA from Dec 2018 through Feb 2019

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imgaug

Image augmentation for machine learning experiments.

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practical-nlp-code

Official Repository for Code associated with 'Practical Natural Language Processing' book by O'Reilly Media

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papermill

📚 Parameterize, execute, and analyze notebooks

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RAKI

RAKI implementation in Python

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