Data Science | Machine Learning with Python for Researchers
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The Data Science and Python channel is for researchers and advanced programmers

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Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding

๐Ÿ–ฅ Github: https://github.com/opengvlab/video-mamba-suite

๐Ÿ“• Paper: https://arxiv.org/abs/2403.09626v1

โค๏ธโ€๐Ÿ”ฅ Dataset: https://paperswithcode.com/dataset/egoschema

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๐Ÿ˜ Grok-1 LLM from Elon Musk.

Grok-1 is a mixture of 314B size experts trained from scratch by xAI.

License: Apache 2.0

Grok-1 weights available on Brazzer

๐Ÿ˜ป Model : https://dagshub.com/xai/grok-1
๐Ÿ‘ป Page : https://x.ai/blog/grok-os
๐Ÿซจ Code : https://github.com/xai-org/grok-1
๐Ÿ˜ญ Hugging face: https://huggingface.co/xai-org/grok-1

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๐Ÿ“ Current progress and open challenges for applying deep learning across the biosciences

๐Ÿ“• Journal: Nature Communications (I.F.= 16.6)
๐Ÿ—“ Publish year: 2022

๐Ÿง‘โ€๐Ÿ’ป Authors: Nicolae Sapoval, Amirali Aghazadeh, Michael G. Nute, ...
๐Ÿ  University: Rice University, University of California Berkeley, University of Houston, ..., USA

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๐ŸŸข MeloTTS is a high-quality multi-lingual text-to-speech library

Mellott is one of the best open source text-to-speech libraries that supports multiple languages.

๐ŸŸข Github
๐ŸŸข Project
๐ŸŸข Docs

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๐ŸŽณ Supervision: reusable computer vision tools

Supervision - received another update.

This is an open source library for various computer vision tasks for object tracking.

Over 2000 commits, over 500 PRs and over 50 contributors.

pip install supervision

๐Ÿ† Github :
๐Ÿ† Project
๐Ÿ† Colab
๐Ÿ† Supervision Cookbooks

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๐Ÿ“ Tutorial on survival modeling with applications to omics data

๐Ÿ“•Journal: Bioinformatics (I.F.= 5.8)
๐Ÿ—“ Publish year: March, 2024

๐Ÿง‘โ€๐Ÿ’ปAuthors: Zhi Zhao, John Zobolas, Manuela Zucknick, Tero Aittokallio
โžก๏ธ University: University of Oslo - Oslo University Hospital, Norway

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๐Ÿค“ Step-by-step R tutorial

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๐Ÿ†— One-Step Image Translation with Text-to-Image Models

CycleGAN-Turbo outperforms existing GAN and diffusion based methods for various image modification tasks, such as day to night conversion, adding/removing weather effects such as fog, snow and rain, etc.

๐Ÿ’ Paper : https://arxiv.org/abs/2403.12036

โญ๏ธ Code : https://github.com/GaParmar/img2img-turbo

๐Ÿ‘ Demo : https://huggingface.co/spaces/gparmar/img2img-turbo-sketch

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๐ŸŸข FaceXFormer: Unified Face-Transformer

๐Ÿ‘‰ FaceXFormer, the first unified transformer for facial analysis: face parsing, landmark detection, head pose, attributes recognition, age, gender, race, and landmarks.

๐Ÿ‘‰ Review: https://t.ly/MfAFI

๐Ÿ‘‰ Paper: https://arxiv.org/pdf/2403.12960.pdf

๐Ÿคจ Project: kartik-3004.github.io/facexformer_web/

๐Ÿ˜ Code: github.com/Kartik-3004/facexformer

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[CVPR 2024] Diversity-aware Channel Pruning for StyleGAN Compression

๐Ÿ–ฅ Github: https://github.com/jiwoogit/dcp-gan

๐Ÿ“• Paper: https://arxiv.org/pdf/2403.13548v1.pdf

โญ๏ธ Tasks: https://paperswithcode.com/task/image-generation

๐Ÿ”ฅDataset: https://paperswithcode.com/dataset/ffhq

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๐Ÿ“ƒMachine Learning Empowering Drug Discovery: Applications, Opportunities and Challenges

๐Ÿ“˜ Journal: Molecules (I.F.= 4.6)
๐Ÿ—“ Publish year: 2024

๐Ÿง‘โ€๐Ÿ’ปAuthors: by Xin Qi,Yuanchun Zhao,Zhuang Qi,Siyu Hou,...
๐ŸขUniversity: Suzhou University of Science and Technology-Shandong University, China

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๐Ÿ“ข ๐•๐จ๐ข๐œ๐ž๐‚๐ซ๐š๐Ÿ๐ญ: Zero-Shot Speech Editing and Text-to-Speech in the Wild๐Ÿช„

SotA for both speech editing and text-to-speech, superior to VALL-E, XTTS-v 2, etc.

VoiceCraft works with movies, videos, podcasts, and more.

๐ŸŸข Github
๐ŸŸข Paper
๐ŸŸข Project

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๐Ÿฆ• DINO-based Video Tracking ๐Ÿฆ–

๐Ÿ˜ The Weizmann Institute announced the new SOTA in point-tracking via pre-trained DINO features. Source code announced (not yet released)๐Ÿ’™

๐Ÿ˜ Revie:w https://t.ly/_GIMT

๐Ÿคจ Paper: https://lnkd.in/dsGVDcar

๐Ÿคจ Project: dino-tracker.github.io/

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โšก๏ธ StreamMultiDiffusion: Real-Time Interactive Generation with Region-Based Semantic Control

Interactively generate images from scratch with detailed area control using text.

๐Ÿง  Code : https://github.com/ironjr/StreamMultiDiffusion

๐Ÿง  Paper : https://arxiv.org/abs/2403.09055

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๐Ÿ“„ Machine Learning and Deep Learning in Synthetic Biology: Key Architectures, Applications, and Challenges

๐Ÿ”–Journal: ACS Omega (I.F.= 4.1)
๐Ÿ“… Publish year: 2024

๐Ÿง‘โ€๐Ÿ’ปAuthors: Manoj Kumar Goshisht
๐Ÿ’University: University of Wisconsin-Green Bay, USA

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๐Ÿ“ƒ A review on graph neural networks for predicting synergistic drug combinations

๐Ÿ“• Journal:  Artificial Intelligence Review (I.F=12)
๐Ÿ—“ Publish year: 2024

๐Ÿง‘โ€๐Ÿ’ปAuthors: Milad Besharatifard, Fatemeh Vafaee
๐Ÿ‘Œ University: University of New South Wales (UNSW), Sydney, Australia

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โค๏ธ LaVague: automate automation with Large Action Model framework

Model for generating selenium scripts to automate Internet surfing, actions on websites and parsing ๐Ÿ”ฅ

๐ŸŒธ Github: https://github.com/lavague-ai/LaVague

๐ŸŒธ Docs: https://docs.lavague.ai/en/latest/docs/

๐ŸŒธ Colab: https://colab.research.google.com/github/lavague-ai/LaVague/blob/main/docs/docs/get-started/quick-tour.ipynb

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๐ŸŒ ๐— ๐—ฎ๐—ท๐—ผ๐—ฟ ๐—ง๐—ข๐— : ๐—ฃ๐—น๐—ฎ๐—ป๐—ฒ๐˜ ๐—˜๐—ฎ๐—ฟ๐˜๐—ต ๐—ถ๐˜€ ๐—ฏฬถ๐—นฬถ๐˜‚ฬถ๐—ฒฬถ ๐Ÿฑ.๐Ÿฐ๐Ÿฌ๐Ÿฑ ๐—š๐—›๐˜‡

MajorTom-Core-S1RTC is a new satellite image standard and dataset that contains 1,469,955 images.

16 TB of radiometrically calibrated images.

โ–ช HF: https://huggingface.co/Major-TOM
โ–ช Github: https://github.com/ESA-PhiLab/Major-TOM/
โ–ช Colab: https://colab.research.google.com/github/ESA-PhiLab/Major-TOM/blob/main/03-Filtering-in-Colab.ipynb
โ–ช Paper: https://www.arxiv.org/abs/2402.12095
โ–ช MajorTOM-Core-Viewer: https://huggingface.co/spaces/Major-TOM/MajorTOM-Core-Viewer

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