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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2DMatGMM: An open-source robust machine learning platform for real-time detection and classification of 2D material flakes

πŸ–₯ Github: https://github.com/jaluus/2dmatgmm

πŸ“• Paper: https://arxiv.org/abs/2412.09333v1

⭐️ Dataset: https://paperswithcode.com/task/instance-segmentation

https://t.iss.one/DataScienceT 🏳
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OASIS Alzheimer's Detection

Large-scale brain MRI dataset for deep neural network analysis

About Dataset
The dataset used is the OASIS MRI dataset (https://sites.wustl.edu/oasisbrains/), which consists of 80,000 brain MRI images. The images have been divided into four classes based on Alzheimer's progression. The dataset aims to provide a valuable resource for analyzing and detecting early signs of Alzheimer's disease.

To make the dataset accessible, the original .img and .hdr files were converted into Nifti format (.nii) using FSL (FMRIB Software Library). The converted MRI images of 461 patients have been uploaded to a GitHub repository, which can be accessed in multiple parts.
For the neural network training, 2D images were used as input. The brain images were sliced along the z-axis into 256 pieces, and slices ranging from 100 to 160 were selected from each patient. This approach resulted in a comprehensive dataset for analysis.

Patient classification was performed based on the provided metadata and Clinical Dementia Rating (CDR) values, resulting in four classes: demented, very mild demented, mild demented, and non-demented. These classes enable the detection and study of different stages of Alzheimer's disease progression.

During the dataset preparation, the .nii MRI scans were converted to .jpg files. Although this conversion presented some challenges, the files were successfully processed using appropriate tools. The resulting dataset size is 1.3 GB.

https://t.iss.one/datasets1 🌟
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⚑️ Byte Latent Transformer: Patches Scale Better Than Tokens

Byte Latent Transformer architecture (BLTs), a new byte-level LLM architecture that for the first time, matches tokenization-based LLM performance at scale, with significant improvements in inference efficiency and robustness.

πŸ–₯ Github: https://github.com/facebookresearch/blt

πŸ“• Paper: https://arxiv.org/abs/2412.09871v1

🌟 Dataset: https://paperswithcode.com/dataset/mmlu

https://t.iss.one/DataScienceT βœ…
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πŸ€„ GuoFeng Webnovel: A Discourse-Level and Multilingual Corpus of Web Fiction

πŸ–₯ Github: https://github.com/longyuewangdcu/guofeng-webnovel

πŸ“• Paper: https://arxiv.org/abs/2412.11732v1

🌟 Dataset: www2.statmt.org/wmt24/literary-trans

https://t.iss.one/DataScienceT 🏳
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Large Language Models Course: Learn by Doing LLM Projects

πŸ–₯ Github: https://github.com/peremartra/Large-Language-Model-Notebooks-Course

πŸ“• Paper: https://doi.org/10.31219/osf.io/qgxea

https://t.iss.one/DataScienceT βœ…
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KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation

Paper: https://arxiv.org/pdf/2409.13731v3.pdf

Code: https://github.com/openspg/kag

Dataset: 2WikiMultiHopQA

https://t.iss.one/DataScienceT πŸ’™
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Automating the Search for Artificial Life with Foundation Models

paper: https://arxiv.org/pdf/2412.17799v1.pdf

Code: https://github.com/sakanaai/asal

https://t.iss.one/DataScienceT πŸ’™
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Are They the Same? Exploring Visual Correspondence Shortcomings of Multimodal LLMs

πŸ–₯ Github: https://github.com/zhouyiks/CoLVA/tree/main

πŸ“• Paper: https://arxiv.org/pdf/2501.04670v1.pdf

⭐️ Dataset: https://paperswithcode.com/dataset/bdd100k

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LatentSync: Audio Conditioned Latent Diffusion Models for Lip Sync

Paper: https://arxiv.org/pdf/2412.09262v1.pdf

Code: https://github.com/bytedance/LatentSync

https://t.iss.one/DataScienceT πŸ’Ž
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KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation

Paper: https://arxiv.org/pdf/2409.13731v3.pdf

Code: https://github.com/openspg/kag

Datasets: 2WikiMultiHopQA

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OpenHands: An Open Platform for AI Software Developers as Generalist Agents

paper: https://arxiv.org/pdf/2407.16741v2.pdf

Code:
https://github.com/opendevin/opendevin
https://github.com/all-hands-ai/openhands

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